Namespace(amp=False, batch_size=16, custom_model=None, dataset='coco', disable_hybridization=True, epochs=26, executor_threads=8, gpus='0,1,2,3,4,5,6,7', horovod=False, kv_store='nccl', log_interval=100, lr=0.02, lr_decay=0.1, lr_decay_epoch='20,24', lr_warmup='500', lr_warmup_factor=0.3333, mixup=False, momentum=0.9, network='resnest269', no_mixup_epochs=20, norm_layer='syncbn', num_workers=16, rcnn_smoothl1_rho=0.001, resume='', rpn_smoothl1_rho=0.001, save_interval=1, save_prefix='faster_rcnn_fpn_syncbn_resnest269_coco', seed=233, start_epoch=0, static_alloc=False, use_fpn=True, val_interval=1, verbose=False, wd=0.0001) Start training from [Epoch 0] [Epoch 0 Iteration 0] Set learning rate to 0.006666 Namespace(amp=False, batch_size=8, custom_model=None, dataset='coco', disable_hybridization=True, epochs=26, executor_threads=8, gpus='0,1,2,3,4,5,6,7', horovod=False, kv_store='nccl', log_interval=100, lr=0.01, lr_decay=0.1, lr_decay_epoch='20,24', lr_warmup='1000', lr_warmup_factor=0.3333, mixup=False, momentum=0.9, network='resnest269', no_mixup_epochs=20, norm_layer='syncbn', num_workers=16, rcnn_smoothl1_rho=0.001, resume='', rpn_smoothl1_rho=0.001, save_interval=1, save_prefix='faster_rcnn_fpn_syncbn_resnest269_coco', seed=233, start_epoch=0, static_alloc=False, use_fpn=True, val_interval=1, verbose=False, wd=0.0001) Start training from [Epoch 0] [Epoch 0 Iteration 0] Set learning rate to 0.003333 [Epoch 0][Batch 99], Speed: 5.272 samples/sec, RPN_Conf=0.443,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.475,RCNN_SmoothL1=0.073,RPNAcc=0.862,RPNL1Loss=0.584,RCNNAcc=0.959,RCNNL1Loss=1.536 [Epoch 0 Iteration 100] Set learning rate to 0.0039997 [Epoch 0][Batch 199], Speed: 6.684 samples/sec, RPN_Conf=0.352,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.450,RCNN_SmoothL1=0.148,RPNAcc=0.872,RPNL1Loss=0.574,RCNNAcc=0.947,RCNNL1Loss=1.957 [Epoch 0 Iteration 200] Set learning rate to 0.0046664 [Epoch 0][Batch 299], Speed: 6.639 samples/sec, RPN_Conf=0.295,RPN_SmoothL1=0.087,RCNN_CrossEntropy=0.475,RCNN_SmoothL1=0.201,RPNAcc=0.874,RPNL1Loss=0.566,RCNNAcc=0.937,RCNNL1Loss=2.114 [Epoch 0 Iteration 300] Set learning rate to 0.0053330999999999995 [Epoch 0][Batch 399], Speed: 6.158 samples/sec, RPN_Conf=0.260,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.482,RCNN_SmoothL1=0.231,RPNAcc=0.877,RPNL1Loss=0.565,RCNNAcc=0.932,RCNNL1Loss=2.183 [Epoch 0 Iteration 400] Set learning rate to 0.0059998 [Epoch 0][Batch 499], Speed: 6.611 samples/sec, RPN_Conf=0.237,RPN_SmoothL1=0.087,RCNN_CrossEntropy=0.485,RCNN_SmoothL1=0.250,RPNAcc=0.880,RPNL1Loss=0.564,RCNNAcc=0.928,RCNNL1Loss=2.210 [Epoch 0 Iteration 500] Set learning rate to 0.0066665 [Epoch 0][Batch 599], Speed: 6.650 samples/sec, RPN_Conf=0.220,RPN_SmoothL1=0.087,RCNN_CrossEntropy=0.484,RCNN_SmoothL1=0.262,RPNAcc=0.888,RPNL1Loss=0.562,RCNNAcc=0.926,RCNNL1Loss=2.220 [Epoch 0 Iteration 600] Set learning rate to 0.0073332 [Epoch 0][Batch 699], Speed: 6.514 samples/sec, RPN_Conf=0.207,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.480,RCNN_SmoothL1=0.267,RPNAcc=0.898,RPNL1Loss=0.557,RCNNAcc=0.925,RCNNL1Loss=2.214 [Epoch 0 Iteration 700] Set learning rate to 0.0079999 [Epoch 0][Batch 799], Speed: 6.120 samples/sec, RPN_Conf=0.195,RPN_SmoothL1=0.087,RCNN_CrossEntropy=0.476,RCNN_SmoothL1=0.273,RPNAcc=0.906,RPNL1Loss=0.556,RCNNAcc=0.924,RCNNL1Loss=2.207 [Epoch 0 Iteration 800] Set learning rate to 0.0086666 [Epoch 0][Batch 899], Speed: 6.283 samples/sec, RPN_Conf=0.184,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.478,RCNN_SmoothL1=0.284,RPNAcc=0.912,RPNL1Loss=0.551,RCNNAcc=0.922,RCNNL1Loss=2.200 [Epoch 0 Iteration 900] Set learning rate to 0.009333300000000001 [Epoch 0][Batch 999], Speed: 5.779 samples/sec, RPN_Conf=0.173,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.478,RCNN_SmoothL1=0.293,RPNAcc=0.918,RPNL1Loss=0.547,RCNNAcc=0.920,RCNNL1Loss=2.185 [Epoch 0 Iteration 1000] Set learning rate to 0.01 [Epoch 0][Batch 1099], Speed: 6.093 samples/sec, RPN_Conf=0.164,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.476,RCNN_SmoothL1=0.299,RPNAcc=0.923,RPNL1Loss=0.544,RCNNAcc=0.918,RCNNL1Loss=2.169 [Epoch 0][Batch 1199], Speed: 6.350 samples/sec, RPN_Conf=0.157,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.474,RCNN_SmoothL1=0.304,RPNAcc=0.927,RPNL1Loss=0.539,RCNNAcc=0.917,RCNNL1Loss=2.146 [Epoch 0][Batch 1299], Speed: 5.709 samples/sec, RPN_Conf=0.151,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.476,RCNN_SmoothL1=0.312,RPNAcc=0.930,RPNL1Loss=0.534,RCNNAcc=0.915,RCNNL1Loss=2.119 [Epoch 0][Batch 1399], Speed: 6.008 samples/sec, RPN_Conf=0.145,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.476,RCNN_SmoothL1=0.318,RPNAcc=0.933,RPNL1Loss=0.529,RCNNAcc=0.914,RCNNL1Loss=2.092 [Epoch 0][Batch 1499], Speed: 6.350 samples/sec, RPN_Conf=0.139,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.474,RCNN_SmoothL1=0.321,RPNAcc=0.936,RPNL1Loss=0.525,RCNNAcc=0.913,RCNNL1Loss=2.062 [Epoch 0][Batch 1599], Speed: 6.089 samples/sec, RPN_Conf=0.135,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.472,RCNN_SmoothL1=0.324,RPNAcc=0.939,RPNL1Loss=0.520,RCNNAcc=0.912,RCNNL1Loss=2.035 [Epoch 0][Batch 1699], Speed: 6.712 samples/sec, RPN_Conf=0.130,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.469,RCNN_SmoothL1=0.326,RPNAcc=0.941,RPNL1Loss=0.515,RCNNAcc=0.912,RCNNL1Loss=2.005 [Epoch 0][Batch 1799], Speed: 6.262 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.467,RCNN_SmoothL1=0.329,RPNAcc=0.943,RPNL1Loss=0.511,RCNNAcc=0.911,RCNNL1Loss=1.977 [Epoch 0][Batch 1899], Speed: 6.155 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.465,RCNN_SmoothL1=0.331,RPNAcc=0.945,RPNL1Loss=0.507,RCNNAcc=0.910,RCNNL1Loss=1.950 [Epoch 0][Batch 1999], Speed: 6.226 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.462,RCNN_SmoothL1=0.333,RPNAcc=0.946,RPNL1Loss=0.503,RCNNAcc=0.909,RCNNL1Loss=1.924 [Epoch 0][Batch 2099], Speed: 5.660 samples/sec, RPN_Conf=0.117,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.460,RCNN_SmoothL1=0.335,RPNAcc=0.948,RPNL1Loss=0.498,RCNNAcc=0.909,RCNNL1Loss=1.900 [Epoch 0][Batch 2199], Speed: 5.776 samples/sec, RPN_Conf=0.115,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.457,RCNN_SmoothL1=0.336,RPNAcc=0.949,RPNL1Loss=0.494,RCNNAcc=0.908,RCNNL1Loss=1.876 [Epoch 0][Batch 2299], Speed: 6.254 samples/sec, RPN_Conf=0.112,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.454,RCNN_SmoothL1=0.337,RPNAcc=0.950,RPNL1Loss=0.490,RCNNAcc=0.907,RCNNL1Loss=1.852 [Epoch 0][Batch 2399], Speed: 5.971 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.451,RCNN_SmoothL1=0.338,RPNAcc=0.951,RPNL1Loss=0.487,RCNNAcc=0.907,RCNNL1Loss=1.832 [Epoch 0][Batch 2499], Speed: 6.054 samples/sec, RPN_Conf=0.108,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.449,RCNN_SmoothL1=0.339,RPNAcc=0.952,RPNL1Loss=0.484,RCNNAcc=0.907,RCNNL1Loss=1.810 [Epoch 0][Batch 2599], Speed: 6.078 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.446,RCNN_SmoothL1=0.339,RPNAcc=0.953,RPNL1Loss=0.481,RCNNAcc=0.906,RCNNL1Loss=1.791 [Epoch 0][Batch 2699], Speed: 6.308 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.443,RCNN_SmoothL1=0.339,RPNAcc=0.954,RPNL1Loss=0.478,RCNNAcc=0.906,RCNNL1Loss=1.772 [Epoch 0][Batch 2799], Speed: 5.745 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.440,RCNN_SmoothL1=0.340,RPNAcc=0.955,RPNL1Loss=0.475,RCNNAcc=0.906,RCNNL1Loss=1.754 [Epoch 0][Batch 2899], Speed: 5.611 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.437,RCNN_SmoothL1=0.340,RPNAcc=0.956,RPNL1Loss=0.472,RCNNAcc=0.906,RCNNL1Loss=1.736 [Epoch 0][Batch 2999], Speed: 6.192 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.435,RCNN_SmoothL1=0.340,RPNAcc=0.957,RPNL1Loss=0.469,RCNNAcc=0.906,RCNNL1Loss=1.720 [Epoch 0][Batch 3099], Speed: 5.931 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.432,RCNN_SmoothL1=0.340,RPNAcc=0.958,RPNL1Loss=0.466,RCNNAcc=0.906,RCNNL1Loss=1.702 [Epoch 0][Batch 3199], Speed: 6.047 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.429,RCNN_SmoothL1=0.340,RPNAcc=0.958,RPNL1Loss=0.464,RCNNAcc=0.906,RCNNL1Loss=1.686 [Epoch 0][Batch 3299], Speed: 5.341 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.426,RCNN_SmoothL1=0.339,RPNAcc=0.959,RPNL1Loss=0.461,RCNNAcc=0.906,RCNNL1Loss=1.672 [Epoch 0][Batch 3399], Speed: 5.647 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.423,RCNN_SmoothL1=0.339,RPNAcc=0.960,RPNL1Loss=0.459,RCNNAcc=0.906,RCNNL1Loss=1.658 [Epoch 0][Batch 3499], Speed: 6.143 samples/sec, RPN_Conf=0.093,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.420,RCNN_SmoothL1=0.339,RPNAcc=0.960,RPNL1Loss=0.457,RCNNAcc=0.906,RCNNL1Loss=1.643 [Epoch 0][Batch 3599], Speed: 5.332 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.418,RCNN_SmoothL1=0.339,RPNAcc=0.961,RPNL1Loss=0.454,RCNNAcc=0.906,RCNNL1Loss=1.630 [Epoch 0][Batch 3699], Speed: 6.238 samples/sec, RPN_Conf=0.090,RPN_SmoothL1=0.073,RCNN_CrossEntropy=0.415,RCNN_SmoothL1=0.338,RPNAcc=0.961,RPNL1Loss=0.452,RCNNAcc=0.906,RCNNL1Loss=1.618 [Epoch 0][Batch 3799], Speed: 5.762 samples/sec, RPN_Conf=0.090,RPN_SmoothL1=0.073,RCNN_CrossEntropy=0.413,RCNN_SmoothL1=0.338,RPNAcc=0.962,RPNL1Loss=0.450,RCNNAcc=0.906,RCNNL1Loss=1.606 [Epoch 0][Batch 3899], Speed: 5.884 samples/sec, RPN_Conf=0.089,RPN_SmoothL1=0.073,RCNN_CrossEntropy=0.410,RCNN_SmoothL1=0.338,RPNAcc=0.962,RPNL1Loss=0.448,RCNNAcc=0.906,RCNNL1Loss=1.594 [Epoch 0][Batch 3999], Speed: 5.814 samples/sec, RPN_Conf=0.088,RPN_SmoothL1=0.073,RCNN_CrossEntropy=0.408,RCNN_SmoothL1=0.338,RPNAcc=0.963,RPNL1Loss=0.446,RCNNAcc=0.906,RCNNL1Loss=1.582 [Epoch 0][Batch 4099], Speed: 6.285 samples/sec, RPN_Conf=0.087,RPN_SmoothL1=0.072,RCNN_CrossEntropy=0.406,RCNN_SmoothL1=0.338,RPNAcc=0.963,RPNL1Loss=0.444,RCNNAcc=0.906,RCNNL1Loss=1.571 [Epoch 0][Batch 4199], Speed: 5.866 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.072,RCNN_CrossEntropy=0.404,RCNN_SmoothL1=0.338,RPNAcc=0.964,RPNL1Loss=0.443,RCNNAcc=0.906,RCNNL1Loss=1.561 [Epoch 0][Batch 4299], Speed: 6.193 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.072,RCNN_CrossEntropy=0.401,RCNN_SmoothL1=0.337,RPNAcc=0.964,RPNL1Loss=0.441,RCNNAcc=0.906,RCNNL1Loss=1.551 [Epoch 0][Batch 4399], Speed: 6.258 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.072,RCNN_CrossEntropy=0.398,RCNN_SmoothL1=0.336,RPNAcc=0.964,RPNL1Loss=0.440,RCNNAcc=0.906,RCNNL1Loss=1.542 [Epoch 0][Batch 4499], Speed: 5.758 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.071,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.337,RPNAcc=0.965,RPNL1Loss=0.438,RCNNAcc=0.906,RCNNL1Loss=1.532 [Epoch 0][Batch 4599], Speed: 6.205 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.071,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.336,RPNAcc=0.965,RPNL1Loss=0.436,RCNNAcc=0.906,RCNNL1Loss=1.523 [Epoch 0][Batch 4699], Speed: 6.260 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.071,RCNN_CrossEntropy=0.393,RCNN_SmoothL1=0.336,RPNAcc=0.965,RPNL1Loss=0.435,RCNNAcc=0.907,RCNNL1Loss=1.515 [Epoch 0][Batch 4799], Speed: 6.125 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.071,RCNN_CrossEntropy=0.391,RCNN_SmoothL1=0.336,RPNAcc=0.966,RPNL1Loss=0.433,RCNNAcc=0.907,RCNNL1Loss=1.508 [Epoch 0][Batch 4899], Speed: 5.989 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.071,RCNN_CrossEntropy=0.390,RCNN_SmoothL1=0.336,RPNAcc=0.966,RPNL1Loss=0.431,RCNNAcc=0.907,RCNNL1Loss=1.499 [Epoch 0][Batch 4999], Speed: 6.141 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.071,RCNN_CrossEntropy=0.388,RCNN_SmoothL1=0.336,RPNAcc=0.966,RPNL1Loss=0.430,RCNNAcc=0.907,RCNNL1Loss=1.491 [Epoch 0][Batch 5099], Speed: 6.152 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.070,RCNN_CrossEntropy=0.386,RCNN_SmoothL1=0.335,RPNAcc=0.967,RPNL1Loss=0.429,RCNNAcc=0.907,RCNNL1Loss=1.483 [Epoch 0][Batch 5199], Speed: 5.367 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.070,RCNN_CrossEntropy=0.385,RCNN_SmoothL1=0.335,RPNAcc=0.967,RPNL1Loss=0.427,RCNNAcc=0.907,RCNNL1Loss=1.476 [Epoch 0][Batch 5299], Speed: 5.750 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.070,RCNN_CrossEntropy=0.383,RCNN_SmoothL1=0.335,RPNAcc=0.967,RPNL1Loss=0.426,RCNNAcc=0.907,RCNNL1Loss=1.468 [Epoch 0][Batch 5399], Speed: 5.870 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.070,RCNN_CrossEntropy=0.382,RCNN_SmoothL1=0.335,RPNAcc=0.967,RPNL1Loss=0.424,RCNNAcc=0.907,RCNNL1Loss=1.461 [Epoch 0][Batch 5499], Speed: 5.698 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.070,RCNN_CrossEntropy=0.380,RCNN_SmoothL1=0.335,RPNAcc=0.968,RPNL1Loss=0.423,RCNNAcc=0.907,RCNNL1Loss=1.455 [Epoch 0][Batch 5599], Speed: 6.203 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.070,RCNN_CrossEntropy=0.379,RCNN_SmoothL1=0.335,RPNAcc=0.968,RPNL1Loss=0.422,RCNNAcc=0.907,RCNNL1Loss=1.448 [Epoch 0][Batch 5699], Speed: 6.075 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.070,RCNN_CrossEntropy=0.377,RCNN_SmoothL1=0.334,RPNAcc=0.968,RPNL1Loss=0.420,RCNNAcc=0.907,RCNNL1Loss=1.441 [Epoch 0][Batch 5799], Speed: 5.453 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.069,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.334,RPNAcc=0.968,RPNL1Loss=0.419,RCNNAcc=0.907,RCNNL1Loss=1.435 [Epoch 0][Batch 5899], Speed: 5.414 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.069,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.334,RPNAcc=0.969,RPNL1Loss=0.418,RCNNAcc=0.907,RCNNL1Loss=1.429 [Epoch 0][Batch 5999], Speed: 5.688 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.069,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.333,RPNAcc=0.969,RPNL1Loss=0.417,RCNNAcc=0.908,RCNNL1Loss=1.423 [Epoch 0][Batch 6099], Speed: 5.995 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.069,RCNN_CrossEntropy=0.371,RCNN_SmoothL1=0.333,RPNAcc=0.969,RPNL1Loss=0.416,RCNNAcc=0.908,RCNNL1Loss=1.417 [Epoch 0][Batch 6199], Speed: 6.547 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.069,RCNN_CrossEntropy=0.370,RCNN_SmoothL1=0.333,RPNAcc=0.969,RPNL1Loss=0.415,RCNNAcc=0.908,RCNNL1Loss=1.412 [Epoch 0][Batch 6299], Speed: 6.295 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.068,RCNN_CrossEntropy=0.368,RCNN_SmoothL1=0.332,RPNAcc=0.969,RPNL1Loss=0.414,RCNNAcc=0.908,RCNNL1Loss=1.406 [Epoch 0][Batch 6399], Speed: 5.664 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.068,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.332,RPNAcc=0.970,RPNL1Loss=0.413,RCNNAcc=0.908,RCNNL1Loss=1.401 [Epoch 0][Batch 6499], Speed: 5.711 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.068,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.332,RPNAcc=0.970,RPNL1Loss=0.411,RCNNAcc=0.908,RCNNL1Loss=1.396 [Epoch 0][Batch 6599], Speed: 5.817 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.068,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.331,RPNAcc=0.970,RPNL1Loss=0.410,RCNNAcc=0.908,RCNNL1Loss=1.391 [Epoch 0][Batch 6699], Speed: 5.993 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.068,RCNN_CrossEntropy=0.363,RCNN_SmoothL1=0.331,RPNAcc=0.970,RPNL1Loss=0.409,RCNNAcc=0.908,RCNNL1Loss=1.386 [Epoch 0][Batch 6799], Speed: 6.133 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.068,RCNN_CrossEntropy=0.362,RCNN_SmoothL1=0.331,RPNAcc=0.970,RPNL1Loss=0.408,RCNNAcc=0.908,RCNNL1Loss=1.381 [Epoch 0][Batch 6899], Speed: 5.833 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.068,RCNN_CrossEntropy=0.361,RCNN_SmoothL1=0.330,RPNAcc=0.971,RPNL1Loss=0.407,RCNNAcc=0.909,RCNNL1Loss=1.376 [Epoch 0][Batch 6999], Speed: 5.919 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.068,RCNN_CrossEntropy=0.359,RCNN_SmoothL1=0.330,RPNAcc=0.971,RPNL1Loss=0.406,RCNNAcc=0.909,RCNNL1Loss=1.371 [Epoch 0][Batch 7099], Speed: 6.347 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.067,RCNN_CrossEntropy=0.358,RCNN_SmoothL1=0.330,RPNAcc=0.971,RPNL1Loss=0.405,RCNNAcc=0.909,RCNNL1Loss=1.366 [Epoch 0][Batch 7199], Speed: 6.003 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.067,RCNN_CrossEntropy=0.357,RCNN_SmoothL1=0.330,RPNAcc=0.971,RPNL1Loss=0.404,RCNNAcc=0.909,RCNNL1Loss=1.361 [Epoch 0][Batch 7299], Speed: 6.007 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.067,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.330,RPNAcc=0.971,RPNL1Loss=0.403,RCNNAcc=0.909,RCNNL1Loss=1.357 [Epoch 0][Batch 7399], Speed: 5.925 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.067,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.329,RPNAcc=0.971,RPNL1Loss=0.402,RCNNAcc=0.909,RCNNL1Loss=1.353 [Epoch 0][Batch 7499], Speed: 6.201 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.067,RCNN_CrossEntropy=0.354,RCNN_SmoothL1=0.329,RPNAcc=0.972,RPNL1Loss=0.401,RCNNAcc=0.909,RCNNL1Loss=1.349 [Epoch 0][Batch 7599], Speed: 5.913 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.067,RCNN_CrossEntropy=0.353,RCNN_SmoothL1=0.329,RPNAcc=0.972,RPNL1Loss=0.401,RCNNAcc=0.909,RCNNL1Loss=1.345 [Epoch 0][Batch 7699], Speed: 6.110 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.067,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.329,RPNAcc=0.972,RPNL1Loss=0.400,RCNNAcc=0.909,RCNNL1Loss=1.341 [Epoch 0][Batch 7799], Speed: 6.107 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.067,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.328,RPNAcc=0.972,RPNL1Loss=0.399,RCNNAcc=0.909,RCNNL1Loss=1.337 [Epoch 0][Batch 7899], Speed: 5.828 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.066,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.328,RPNAcc=0.972,RPNL1Loss=0.398,RCNNAcc=0.910,RCNNL1Loss=1.333 [Epoch 0][Batch 7999], Speed: 6.232 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.066,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.328,RPNAcc=0.972,RPNL1Loss=0.397,RCNNAcc=0.910,RCNNL1Loss=1.329 [Epoch 0][Batch 8099], Speed: 6.064 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.066,RCNN_CrossEntropy=0.348,RCNN_SmoothL1=0.327,RPNAcc=0.972,RPNL1Loss=0.396,RCNNAcc=0.910,RCNNL1Loss=1.325 [Epoch 0][Batch 8199], Speed: 6.189 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.066,RCNN_CrossEntropy=0.347,RCNN_SmoothL1=0.327,RPNAcc=0.973,RPNL1Loss=0.395,RCNNAcc=0.910,RCNNL1Loss=1.321 [Epoch 0][Batch 8299], Speed: 6.132 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.066,RCNN_CrossEntropy=0.346,RCNN_SmoothL1=0.327,RPNAcc=0.973,RPNL1Loss=0.395,RCNNAcc=0.910,RCNNL1Loss=1.317 [Epoch 0][Batch 8399], Speed: 6.004 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.066,RCNN_CrossEntropy=0.345,RCNN_SmoothL1=0.327,RPNAcc=0.973,RPNL1Loss=0.394,RCNNAcc=0.910,RCNNL1Loss=1.313 [Epoch 0][Batch 8499], Speed: 5.998 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.066,RCNN_CrossEntropy=0.344,RCNN_SmoothL1=0.326,RPNAcc=0.973,RPNL1Loss=0.393,RCNNAcc=0.910,RCNNL1Loss=1.310 [Epoch 0][Batch 8599], Speed: 6.003 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.066,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.326,RPNAcc=0.973,RPNL1Loss=0.392,RCNNAcc=0.910,RCNNL1Loss=1.306 [Epoch 0][Batch 8699], Speed: 6.181 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.066,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.326,RPNAcc=0.973,RPNL1Loss=0.392,RCNNAcc=0.910,RCNNL1Loss=1.303 [Epoch 0][Batch 8799], Speed: 6.004 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.066,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.326,RPNAcc=0.973,RPNL1Loss=0.391,RCNNAcc=0.910,RCNNL1Loss=1.300 [Epoch 0][Batch 8899], Speed: 5.881 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.066,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.326,RPNAcc=0.973,RPNL1Loss=0.390,RCNNAcc=0.910,RCNNL1Loss=1.296 [Epoch 0][Batch 8999], Speed: 6.012 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.066,RCNN_CrossEntropy=0.340,RCNN_SmoothL1=0.326,RPNAcc=0.973,RPNL1Loss=0.389,RCNNAcc=0.910,RCNNL1Loss=1.292 [Epoch 0][Batch 9099], Speed: 5.734 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.325,RPNAcc=0.974,RPNL1Loss=0.389,RCNNAcc=0.910,RCNNL1Loss=1.289 [Epoch 0][Batch 9199], Speed: 6.218 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.325,RPNAcc=0.974,RPNL1Loss=0.388,RCNNAcc=0.911,RCNNL1Loss=1.286 [Epoch 0][Batch 9299], Speed: 5.865 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.325,RPNAcc=0.974,RPNL1Loss=0.387,RCNNAcc=0.911,RCNNL1Loss=1.282 [Epoch 0][Batch 9399], Speed: 5.769 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.325,RPNAcc=0.974,RPNL1Loss=0.387,RCNNAcc=0.911,RCNNL1Loss=1.279 [Epoch 0][Batch 9499], Speed: 5.915 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.325,RPNAcc=0.974,RPNL1Loss=0.386,RCNNAcc=0.911,RCNNL1Loss=1.276 [Epoch 0][Batch 9599], Speed: 5.785 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.324,RPNAcc=0.974,RPNL1Loss=0.385,RCNNAcc=0.911,RCNNL1Loss=1.273 [Epoch 0][Batch 9699], Speed: 6.184 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.324,RPNAcc=0.974,RPNL1Loss=0.385,RCNNAcc=0.911,RCNNL1Loss=1.270 [Epoch 0][Batch 9799], Speed: 6.324 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.324,RPNAcc=0.974,RPNL1Loss=0.384,RCNNAcc=0.911,RCNNL1Loss=1.267 [Epoch 0][Batch 9899], Speed: 5.766 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.333,RCNN_SmoothL1=0.324,RPNAcc=0.974,RPNL1Loss=0.383,RCNNAcc=0.911,RCNNL1Loss=1.264 [Epoch 0][Batch 9999], Speed: 6.035 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.332,RCNN_SmoothL1=0.324,RPNAcc=0.974,RPNL1Loss=0.383,RCNNAcc=0.911,RCNNL1Loss=1.262 [Epoch 0][Batch 10099], Speed: 5.964 samples/sec, RPN_Conf=0.063,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.332,RCNN_SmoothL1=0.323,RPNAcc=0.974,RPNL1Loss=0.382,RCNNAcc=0.911,RCNNL1Loss=1.259 [Epoch 0][Batch 10199], Speed: 5.875 samples/sec, RPN_Conf=0.063,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.323,RPNAcc=0.975,RPNL1Loss=0.382,RCNNAcc=0.911,RCNNL1Loss=1.257 [Epoch 0][Batch 10299], Speed: 5.676 samples/sec, RPN_Conf=0.063,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.323,RPNAcc=0.975,RPNL1Loss=0.381,RCNNAcc=0.911,RCNNL1Loss=1.254 [Epoch 0][Batch 10399], Speed: 5.332 samples/sec, RPN_Conf=0.063,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.323,RPNAcc=0.975,RPNL1Loss=0.381,RCNNAcc=0.911,RCNNL1Loss=1.251 [Epoch 0][Batch 10499], Speed: 5.970 samples/sec, RPN_Conf=0.063,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.322,RPNAcc=0.975,RPNL1Loss=0.380,RCNNAcc=0.912,RCNNL1Loss=1.249 [Epoch 0][Batch 10599], Speed: 6.476 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.322,RPNAcc=0.975,RPNL1Loss=0.379,RCNNAcc=0.912,RCNNL1Loss=1.246 [Epoch 0][Batch 10699], Speed: 6.138 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.322,RPNAcc=0.975,RPNL1Loss=0.379,RCNNAcc=0.912,RCNNL1Loss=1.244 [Epoch 0][Batch 10799], Speed: 5.751 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.322,RPNAcc=0.975,RPNL1Loss=0.378,RCNNAcc=0.912,RCNNL1Loss=1.241 [Epoch 0][Batch 10899], Speed: 6.171 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.322,RPNAcc=0.975,RPNL1Loss=0.377,RCNNAcc=0.912,RCNNL1Loss=1.239 [Epoch 0][Batch 10999], Speed: 6.445 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.321,RPNAcc=0.975,RPNL1Loss=0.377,RCNNAcc=0.912,RCNNL1Loss=1.236 [Epoch 0][Batch 11099], Speed: 5.785 samples/sec, RPN_Conf=0.061,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.321,RPNAcc=0.975,RPNL1Loss=0.376,RCNNAcc=0.912,RCNNL1Loss=1.234 [Epoch 0][Batch 11199], Speed: 6.305 samples/sec, RPN_Conf=0.061,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.321,RPNAcc=0.975,RPNL1Loss=0.376,RCNNAcc=0.912,RCNNL1Loss=1.232 [Epoch 0][Batch 11299], Speed: 6.469 samples/sec, RPN_Conf=0.061,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.321,RPNAcc=0.975,RPNL1Loss=0.375,RCNNAcc=0.912,RCNNL1Loss=1.229 [Epoch 0][Batch 11399], Speed: 5.941 samples/sec, RPN_Conf=0.061,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.320,RPNAcc=0.976,RPNL1Loss=0.375,RCNNAcc=0.912,RCNNL1Loss=1.227 [Epoch 0][Batch 11499], Speed: 5.443 samples/sec, RPN_Conf=0.061,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.320,RPNAcc=0.976,RPNL1Loss=0.374,RCNNAcc=0.912,RCNNL1Loss=1.224 [Epoch 0][Batch 11599], Speed: 6.520 samples/sec, RPN_Conf=0.061,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.320,RPNAcc=0.976,RPNL1Loss=0.374,RCNNAcc=0.912,RCNNL1Loss=1.222 [Epoch 0][Batch 11699], Speed: 5.897 samples/sec, RPN_Conf=0.061,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.320,RPNAcc=0.976,RPNL1Loss=0.373,RCNNAcc=0.913,RCNNL1Loss=1.220 [Epoch 0][Batch 11799], Speed: 5.776 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.320,RPNAcc=0.976,RPNL1Loss=0.373,RCNNAcc=0.913,RCNNL1Loss=1.218 [Epoch 0][Batch 11899], Speed: 6.142 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.319,RPNAcc=0.976,RPNL1Loss=0.372,RCNNAcc=0.913,RCNNL1Loss=1.215 [Epoch 0][Batch 11999], Speed: 5.763 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.319,RPNAcc=0.976,RPNL1Loss=0.372,RCNNAcc=0.913,RCNNL1Loss=1.213 [Epoch 0][Batch 12099], Speed: 6.162 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.319,RPNAcc=0.976,RPNL1Loss=0.371,RCNNAcc=0.913,RCNNL1Loss=1.211 [Epoch 0][Batch 12199], Speed: 6.193 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.319,RPNAcc=0.976,RPNL1Loss=0.371,RCNNAcc=0.913,RCNNL1Loss=1.209 [Epoch 0][Batch 12299], Speed: 5.964 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.318,RPNAcc=0.976,RPNL1Loss=0.370,RCNNAcc=0.913,RCNNL1Loss=1.207 [Epoch 0][Batch 12399], Speed: 6.297 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.318,RPNAcc=0.976,RPNL1Loss=0.370,RCNNAcc=0.913,RCNNL1Loss=1.204 [Epoch 0][Batch 12499], Speed: 6.425 samples/sec, RPN_Conf=0.059,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.318,RPNAcc=0.976,RPNL1Loss=0.369,RCNNAcc=0.913,RCNNL1Loss=1.202 [Epoch 0][Batch 12599], Speed: 5.451 samples/sec, RPN_Conf=0.059,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.318,RPNAcc=0.976,RPNL1Loss=0.369,RCNNAcc=0.913,RCNNL1Loss=1.200 [Epoch 0][Batch 12699], Speed: 6.014 samples/sec, RPN_Conf=0.059,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.318,RPNAcc=0.976,RPNL1Loss=0.368,RCNNAcc=0.913,RCNNL1Loss=1.198 [Epoch 0][Batch 12799], Speed: 6.088 samples/sec, RPN_Conf=0.059,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.317,RPNAcc=0.977,RPNL1Loss=0.368,RCNNAcc=0.913,RCNNL1Loss=1.196 [Epoch 0][Batch 12899], Speed: 5.904 samples/sec, RPN_Conf=0.059,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.317,RPNAcc=0.977,RPNL1Loss=0.367,RCNNAcc=0.913,RCNNL1Loss=1.194 [Epoch 0][Batch 12999], Speed: 6.030 samples/sec, RPN_Conf=0.059,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.317,RPNAcc=0.977,RPNL1Loss=0.367,RCNNAcc=0.913,RCNNL1Loss=1.192 [Epoch 0][Batch 13099], Speed: 5.832 samples/sec, RPN_Conf=0.059,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.317,RPNAcc=0.977,RPNL1Loss=0.366,RCNNAcc=0.914,RCNNL1Loss=1.190 [Epoch 0][Batch 13199], Speed: 6.095 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.317,RPNAcc=0.977,RPNL1Loss=0.366,RCNNAcc=0.914,RCNNL1Loss=1.188 [Epoch 0][Batch 13299], Speed: 6.173 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.316,RPNAcc=0.977,RPNL1Loss=0.365,RCNNAcc=0.914,RCNNL1Loss=1.186 [Epoch 0][Batch 13399], Speed: 6.029 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.062,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.316,RPNAcc=0.977,RPNL1Loss=0.365,RCNNAcc=0.914,RCNNL1Loss=1.184 [Epoch 0][Batch 13499], Speed: 6.123 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.062,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.316,RPNAcc=0.977,RPNL1Loss=0.364,RCNNAcc=0.914,RCNNL1Loss=1.182 [Epoch 0][Batch 13599], Speed: 5.630 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.062,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.316,RPNAcc=0.977,RPNL1Loss=0.364,RCNNAcc=0.914,RCNNL1Loss=1.181 [Epoch 0][Batch 13699], Speed: 6.285 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.062,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.315,RPNAcc=0.977,RPNL1Loss=0.364,RCNNAcc=0.914,RCNNL1Loss=1.179 [Epoch 0][Batch 13799], Speed: 6.265 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.062,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.315,RPNAcc=0.977,RPNL1Loss=0.363,RCNNAcc=0.914,RCNNL1Loss=1.177 [Epoch 0][Batch 13899], Speed: 6.084 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.062,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.315,RPNAcc=0.977,RPNL1Loss=0.363,RCNNAcc=0.914,RCNNL1Loss=1.175 [Epoch 0][Batch 13999], Speed: 5.567 samples/sec, RPN_Conf=0.057,RPN_SmoothL1=0.062,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.315,RPNAcc=0.977,RPNL1Loss=0.362,RCNNAcc=0.914,RCNNL1Loss=1.173 [Epoch 0][Batch 14099], Speed: 6.259 samples/sec, RPN_Conf=0.057,RPN_SmoothL1=0.062,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.314,RPNAcc=0.977,RPNL1Loss=0.362,RCNNAcc=0.914,RCNNL1Loss=1.172 [Epoch 0][Batch 14199], Speed: 5.885 samples/sec, RPN_Conf=0.057,RPN_SmoothL1=0.062,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.314,RPNAcc=0.977,RPNL1Loss=0.361,RCNNAcc=0.914,RCNNL1Loss=1.170 [Epoch 0][Batch 14299], Speed: 6.000 samples/sec, RPN_Conf=0.057,RPN_SmoothL1=0.062,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.314,RPNAcc=0.977,RPNL1Loss=0.361,RCNNAcc=0.914,RCNNL1Loss=1.168 [Epoch 0][Batch 14399], Speed: 5.810 samples/sec, RPN_Conf=0.057,RPN_SmoothL1=0.062,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.314,RPNAcc=0.977,RPNL1Loss=0.360,RCNNAcc=0.915,RCNNL1Loss=1.167 [Epoch 0][Batch 14499], Speed: 5.786 samples/sec, RPN_Conf=0.057,RPN_SmoothL1=0.062,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.314,RPNAcc=0.977,RPNL1Loss=0.360,RCNNAcc=0.915,RCNNL1Loss=1.165 [Epoch 0][Batch 14599], Speed: 5.944 samples/sec, RPN_Conf=0.057,RPN_SmoothL1=0.062,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.314,RPNAcc=0.978,RPNL1Loss=0.360,RCNNAcc=0.915,RCNNL1Loss=1.163 [Epoch 0] Training cost: 19537.977, RPN_Conf=0.057,RPN_SmoothL1=0.062,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.314 [Epoch 0] Validation: ~~~~ Summary 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 ] = 0.503 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.281 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.179 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.312 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.333 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.246 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.427 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.463 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.314 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.498 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.544 person=45.4 bicycle=21.9 car=34.4 motorcycle=30.8 airplane=45.8 bus=50.0 train=46.0 truck=18.4 boat=17.8 traffic light=23.7 fire hydrant=55.2 stop sign=47.8 parking meter=32.4 bench=13.5 bird=29.0 cat=48.7 dog=46.0 horse=33.9 sheep=36.5 cow=39.7 elephant=47.3 bear=54.3 zebra=52.3 giraffe=52.5 backpack=7.9 umbrella=24.7 handbag=6.2 tie=18.6 suitcase=21.4 frisbee=54.3 skis=9.5 snowboard=12.6 sports ball=35.5 kite=32.1 baseball bat=18.9 baseball glove=27.3 skateboard=32.3 surfboard=25.8 tennis racket=36.5 bottle=30.6 wine glass=25.2 cup=33.7 fork=14.0 knife=8.2 spoon=8.7 bowl=28.6 banana=13.6 apple=11.7 sandwich=19.2 orange=23.0 broccoli=16.3 carrot=12.2 hot dog=16.6 pizza=40.0 donut=34.8 cake=19.3 chair=17.2 couch=27.8 potted plant=16.0 bed=25.2 dining table=12.4 toilet=39.2 tv=44.4 laptop=42.7 mouse=44.4 remote=15.7 keyboard=28.5 cell phone=21.4 microwave=43.2 oven=18.1 toaster=0.0 sink=24.1 refrigerator=32.7 book=9.9 clock=45.7 vase=25.0 scissors=9.5 teddy bear=26.3 hair drier=0.0 toothbrush=3.3 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =27.7 [Epoch 0] mAP 27.7 higher than current best [0] saving to faster_rcnn_fpn_syncbn_resnest269_coco_best.params [Epoch 0] Saving parameters to faster_rcnn_fpn_syncbn_resnest269_coco_0000_27.7000.params [Epoch 1][Batch 99], Speed: 6.262 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.287,RPNAcc=0.978,RPNL1Loss=0.359,RCNNAcc=0.915,RCNNL1Loss=1.160 [Epoch 1][Batch 199], Speed: 6.668 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.285,RPNAcc=0.978,RPNL1Loss=0.359,RCNNAcc=0.915,RCNNL1Loss=1.158 [Epoch 1][Batch 299], Speed: 6.091 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.290,RPNAcc=0.978,RPNL1Loss=0.358,RCNNAcc=0.915,RCNNL1Loss=1.156 [Epoch 1][Batch 399], Speed: 6.013 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.288,RPNAcc=0.978,RPNL1Loss=0.358,RCNNAcc=0.915,RCNNL1Loss=1.155 [Epoch 1][Batch 499], Speed: 7.209 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.286,RPNAcc=0.978,RPNL1Loss=0.357,RCNNAcc=0.915,RCNNL1Loss=1.153 [Epoch 1][Batch 599], Speed: 6.275 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.285,RPNAcc=0.978,RPNL1Loss=0.357,RCNNAcc=0.915,RCNNL1Loss=1.151 [Epoch 1][Batch 699], Speed: 5.920 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.285,RPNAcc=0.978,RPNL1Loss=0.356,RCNNAcc=0.915,RCNNL1Loss=1.149 [Epoch 1][Batch 799], Speed: 6.291 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.283,RPNAcc=0.978,RPNL1Loss=0.356,RCNNAcc=0.915,RCNNL1Loss=1.148 [Epoch 1][Batch 899], Speed: 6.667 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.284,RPNAcc=0.978,RPNL1Loss=0.356,RCNNAcc=0.915,RCNNL1Loss=1.146 [Epoch 1][Batch 999], Speed: 5.809 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.284,RPNAcc=0.978,RPNL1Loss=0.355,RCNNAcc=0.915,RCNNL1Loss=1.144 [Epoch 1][Batch 1099], Speed: 6.113 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.284,RPNAcc=0.978,RPNL1Loss=0.355,RCNNAcc=0.915,RCNNL1Loss=1.143 [Epoch 1][Batch 1199], Speed: 5.860 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.284,RPNAcc=0.978,RPNL1Loss=0.354,RCNNAcc=0.916,RCNNL1Loss=1.141 [Epoch 1][Batch 1299], Speed: 5.431 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.285,RPNAcc=0.978,RPNL1Loss=0.354,RCNNAcc=0.916,RCNNL1Loss=1.140 [Epoch 1][Batch 1399], Speed: 5.871 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.285,RPNAcc=0.978,RPNL1Loss=0.354,RCNNAcc=0.916,RCNNL1Loss=1.138 [Epoch 1][Batch 1499], Speed: 6.232 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.285,RPNAcc=0.978,RPNL1Loss=0.353,RCNNAcc=0.916,RCNNL1Loss=1.137 [Epoch 1][Batch 1599], Speed: 5.786 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.286,RPNAcc=0.978,RPNL1Loss=0.353,RCNNAcc=0.916,RCNNL1Loss=1.136 [Epoch 1][Batch 1699], Speed: 5.332 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.285,RPNAcc=0.978,RPNL1Loss=0.353,RCNNAcc=0.916,RCNNL1Loss=1.134 [Epoch 1][Batch 1799], Speed: 5.697 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.284,RPNAcc=0.978,RPNL1Loss=0.352,RCNNAcc=0.916,RCNNL1Loss=1.132 [Epoch 1][Batch 1899], Speed: 6.333 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.284,RPNAcc=0.979,RPNL1Loss=0.352,RCNNAcc=0.916,RCNNL1Loss=1.131 [Epoch 1][Batch 1999], Speed: 5.853 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.284,RPNAcc=0.979,RPNL1Loss=0.351,RCNNAcc=0.916,RCNNL1Loss=1.129 [Epoch 1][Batch 2099], Speed: 6.060 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.284,RPNAcc=0.979,RPNL1Loss=0.351,RCNNAcc=0.916,RCNNL1Loss=1.128 [Epoch 1][Batch 2199], Speed: 5.915 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.284,RPNAcc=0.979,RPNL1Loss=0.351,RCNNAcc=0.916,RCNNL1Loss=1.127 [Epoch 1][Batch 2299], Speed: 5.996 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.284,RPNAcc=0.979,RPNL1Loss=0.350,RCNNAcc=0.916,RCNNL1Loss=1.125 [Epoch 1][Batch 2399], Speed: 5.891 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.284,RPNAcc=0.979,RPNL1Loss=0.350,RCNNAcc=0.916,RCNNL1Loss=1.124 [Epoch 1][Batch 2499], Speed: 5.796 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.284,RPNAcc=0.979,RPNL1Loss=0.350,RCNNAcc=0.916,RCNNL1Loss=1.122 [Epoch 1][Batch 2599], Speed: 6.065 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.284,RPNAcc=0.979,RPNL1Loss=0.349,RCNNAcc=0.916,RCNNL1Loss=1.121 [Epoch 1][Batch 2699], Speed: 5.799 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.284,RPNAcc=0.979,RPNL1Loss=0.349,RCNNAcc=0.916,RCNNL1Loss=1.120 [Epoch 1][Batch 2799], Speed: 6.286 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.283,RPNAcc=0.979,RPNL1Loss=0.349,RCNNAcc=0.916,RCNNL1Loss=1.118 [Epoch 1][Batch 2899], Speed: 6.097 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.283,RPNAcc=0.979,RPNL1Loss=0.348,RCNNAcc=0.917,RCNNL1Loss=1.117 [Epoch 1][Batch 2999], Speed: 6.153 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.283,RPNAcc=0.979,RPNL1Loss=0.348,RCNNAcc=0.917,RCNNL1Loss=1.116 [Epoch 1][Batch 3099], Speed: 5.883 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.283,RPNAcc=0.979,RPNL1Loss=0.348,RCNNAcc=0.917,RCNNL1Loss=1.114 [Epoch 1][Batch 3199], Speed: 5.445 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.283,RPNAcc=0.979,RPNL1Loss=0.347,RCNNAcc=0.917,RCNNL1Loss=1.113 [Epoch 1][Batch 3299], Speed: 6.215 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.283,RPNAcc=0.979,RPNL1Loss=0.347,RCNNAcc=0.917,RCNNL1Loss=1.112 [Epoch 1][Batch 3399], Speed: 6.113 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.283,RPNAcc=0.979,RPNL1Loss=0.347,RCNNAcc=0.917,RCNNL1Loss=1.110 [Epoch 1][Batch 3499], Speed: 5.599 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.283,RPNAcc=0.979,RPNL1Loss=0.346,RCNNAcc=0.917,RCNNL1Loss=1.109 [Epoch 1][Batch 3599], Speed: 6.077 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.283,RPNAcc=0.979,RPNL1Loss=0.346,RCNNAcc=0.917,RCNNL1Loss=1.108 [Epoch 1][Batch 3699], Speed: 5.695 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.283,RPNAcc=0.979,RPNL1Loss=0.346,RCNNAcc=0.917,RCNNL1Loss=1.107 [Epoch 1][Batch 3799], Speed: 5.923 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.283,RPNAcc=0.979,RPNL1Loss=0.346,RCNNAcc=0.917,RCNNL1Loss=1.105 [Epoch 1][Batch 3899], Speed: 5.983 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.283,RPNAcc=0.979,RPNL1Loss=0.345,RCNNAcc=0.917,RCNNL1Loss=1.104 [Epoch 1][Batch 3999], Speed: 5.995 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.283,RPNAcc=0.979,RPNL1Loss=0.345,RCNNAcc=0.917,RCNNL1Loss=1.103 [Epoch 1][Batch 4099], Speed: 6.171 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.283,RPNAcc=0.979,RPNL1Loss=0.345,RCNNAcc=0.917,RCNNL1Loss=1.102 [Epoch 1][Batch 4199], Speed: 6.030 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.283,RPNAcc=0.979,RPNL1Loss=0.344,RCNNAcc=0.917,RCNNL1Loss=1.101 [Epoch 1][Batch 4299], Speed: 5.607 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.283,RPNAcc=0.979,RPNL1Loss=0.344,RCNNAcc=0.917,RCNNL1Loss=1.100 [Epoch 1][Batch 4399], Speed: 5.447 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.283,RPNAcc=0.979,RPNL1Loss=0.344,RCNNAcc=0.917,RCNNL1Loss=1.098 [Epoch 1][Batch 4499], Speed: 5.559 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.283,RPNAcc=0.980,RPNL1Loss=0.343,RCNNAcc=0.917,RCNNL1Loss=1.097 [Epoch 1][Batch 4599], Speed: 5.536 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.283,RPNAcc=0.980,RPNL1Loss=0.343,RCNNAcc=0.917,RCNNL1Loss=1.096 [Epoch 1][Batch 4699], Speed: 5.992 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.283,RPNAcc=0.980,RPNL1Loss=0.343,RCNNAcc=0.917,RCNNL1Loss=1.095 [Epoch 1][Batch 4799], Speed: 5.948 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.283,RPNAcc=0.980,RPNL1Loss=0.342,RCNNAcc=0.917,RCNNL1Loss=1.094 [Epoch 1][Batch 4899], Speed: 5.860 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.283,RPNAcc=0.980,RPNL1Loss=0.342,RCNNAcc=0.917,RCNNL1Loss=1.092 [Epoch 1][Batch 4999], Speed: 6.126 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.283,RPNAcc=0.980,RPNL1Loss=0.342,RCNNAcc=0.918,RCNNL1Loss=1.091 [Epoch 1][Batch 5099], Speed: 5.976 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.282,RPNAcc=0.980,RPNL1Loss=0.342,RCNNAcc=0.918,RCNNL1Loss=1.090 [Epoch 1][Batch 5199], Speed: 5.862 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.282,RPNAcc=0.980,RPNL1Loss=0.341,RCNNAcc=0.918,RCNNL1Loss=1.089 [Epoch 1][Batch 5299], Speed: 6.545 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.282,RPNAcc=0.980,RPNL1Loss=0.341,RCNNAcc=0.918,RCNNL1Loss=1.088 [Epoch 1][Batch 5399], Speed: 5.940 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.282,RPNAcc=0.980,RPNL1Loss=0.341,RCNNAcc=0.918,RCNNL1Loss=1.087 [Epoch 1][Batch 5499], Speed: 5.515 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.282,RPNAcc=0.980,RPNL1Loss=0.341,RCNNAcc=0.918,RCNNL1Loss=1.086 [Epoch 1][Batch 5599], Speed: 5.913 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.282,RPNAcc=0.980,RPNL1Loss=0.340,RCNNAcc=0.918,RCNNL1Loss=1.085 [Epoch 1][Batch 5699], Speed: 5.948 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.282,RPNAcc=0.980,RPNL1Loss=0.340,RCNNAcc=0.918,RCNNL1Loss=1.084 [Epoch 1][Batch 5799], Speed: 6.538 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.282,RPNAcc=0.980,RPNL1Loss=0.340,RCNNAcc=0.918,RCNNL1Loss=1.083 [Epoch 1][Batch 5899], Speed: 5.598 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.282,RPNAcc=0.980,RPNL1Loss=0.340,RCNNAcc=0.918,RCNNL1Loss=1.082 [Epoch 1][Batch 5999], Speed: 5.797 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.282,RPNAcc=0.980,RPNL1Loss=0.339,RCNNAcc=0.918,RCNNL1Loss=1.081 [Epoch 1][Batch 6099], Speed: 6.013 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.282,RPNAcc=0.980,RPNL1Loss=0.339,RCNNAcc=0.918,RCNNL1Loss=1.080 [Epoch 1][Batch 6199], Speed: 6.060 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.282,RPNAcc=0.980,RPNL1Loss=0.339,RCNNAcc=0.918,RCNNL1Loss=1.079 [Epoch 1][Batch 6299], Speed: 5.491 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.282,RPNAcc=0.980,RPNL1Loss=0.339,RCNNAcc=0.918,RCNNL1Loss=1.077 [Epoch 1][Batch 6399], Speed: 6.094 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.282,RPNAcc=0.980,RPNL1Loss=0.338,RCNNAcc=0.918,RCNNL1Loss=1.076 [Epoch 1][Batch 6499], Speed: 6.188 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.281,RPNAcc=0.980,RPNL1Loss=0.338,RCNNAcc=0.918,RCNNL1Loss=1.075 [Epoch 1][Batch 6599], Speed: 6.289 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.281,RPNAcc=0.980,RPNL1Loss=0.338,RCNNAcc=0.918,RCNNL1Loss=1.074 [Epoch 1][Batch 6699], Speed: 6.392 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.281,RPNAcc=0.980,RPNL1Loss=0.338,RCNNAcc=0.918,RCNNL1Loss=1.073 [Epoch 1][Batch 6799], Speed: 5.546 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.281,RPNAcc=0.980,RPNL1Loss=0.337,RCNNAcc=0.918,RCNNL1Loss=1.072 [Epoch 1][Batch 6899], Speed: 5.429 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.281,RPNAcc=0.980,RPNL1Loss=0.337,RCNNAcc=0.918,RCNNL1Loss=1.071 [Epoch 1][Batch 6999], Speed: 6.045 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.281,RPNAcc=0.980,RPNL1Loss=0.337,RCNNAcc=0.918,RCNNL1Loss=1.070 [Epoch 1][Batch 7099], Speed: 5.700 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.281,RPNAcc=0.980,RPNL1Loss=0.337,RCNNAcc=0.918,RCNNL1Loss=1.069 [Epoch 1][Batch 7199], Speed: 5.945 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.281,RPNAcc=0.980,RPNL1Loss=0.336,RCNNAcc=0.918,RCNNL1Loss=1.068 [Epoch 1][Batch 7299], Speed: 6.080 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.280,RPNAcc=0.980,RPNL1Loss=0.336,RCNNAcc=0.919,RCNNL1Loss=1.067 [Epoch 1][Batch 7399], Speed: 5.733 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.280,RPNAcc=0.980,RPNL1Loss=0.336,RCNNAcc=0.919,RCNNL1Loss=1.066 [Epoch 1][Batch 7499], Speed: 6.327 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.280,RPNAcc=0.980,RPNL1Loss=0.336,RCNNAcc=0.919,RCNNL1Loss=1.065 [Epoch 1][Batch 7599], Speed: 6.012 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.280,RPNAcc=0.980,RPNL1Loss=0.335,RCNNAcc=0.919,RCNNL1Loss=1.064 [Epoch 1][Batch 7699], Speed: 6.364 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.280,RPNAcc=0.980,RPNL1Loss=0.335,RCNNAcc=0.919,RCNNL1Loss=1.063 [Epoch 1][Batch 7799], Speed: 5.893 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.280,RPNAcc=0.980,RPNL1Loss=0.335,RCNNAcc=0.919,RCNNL1Loss=1.062 [Epoch 1][Batch 7899], Speed: 5.922 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.280,RPNAcc=0.980,RPNL1Loss=0.335,RCNNAcc=0.919,RCNNL1Loss=1.061 [Epoch 1][Batch 7999], Speed: 6.191 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.280,RPNAcc=0.981,RPNL1Loss=0.334,RCNNAcc=0.919,RCNNL1Loss=1.060 [Epoch 1][Batch 8099], Speed: 5.993 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.280,RPNAcc=0.981,RPNL1Loss=0.334,RCNNAcc=0.919,RCNNL1Loss=1.059 [Epoch 1][Batch 8199], Speed: 6.000 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.280,RPNAcc=0.981,RPNL1Loss=0.334,RCNNAcc=0.919,RCNNL1Loss=1.059 [Epoch 1][Batch 8299], Speed: 5.984 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.280,RPNAcc=0.981,RPNL1Loss=0.334,RCNNAcc=0.919,RCNNL1Loss=1.058 [Epoch 1][Batch 8399], Speed: 6.578 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.280,RPNAcc=0.981,RPNL1Loss=0.334,RCNNAcc=0.919,RCNNL1Loss=1.057 [Epoch 1][Batch 8499], Speed: 5.944 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.280,RPNAcc=0.981,RPNL1Loss=0.333,RCNNAcc=0.919,RCNNL1Loss=1.056 [Epoch 1][Batch 8599], Speed: 5.971 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.279,RPNAcc=0.981,RPNL1Loss=0.333,RCNNAcc=0.919,RCNNL1Loss=1.055 [Epoch 1][Batch 8699], Speed: 5.992 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.279,RPNAcc=0.981,RPNL1Loss=0.333,RCNNAcc=0.919,RCNNL1Loss=1.054 [Epoch 1][Batch 8799], Speed: 6.159 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.279,RPNAcc=0.981,RPNL1Loss=0.333,RCNNAcc=0.919,RCNNL1Loss=1.053 [Epoch 1][Batch 8899], Speed: 5.988 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.279,RPNAcc=0.981,RPNL1Loss=0.332,RCNNAcc=0.919,RCNNL1Loss=1.052 [Epoch 1][Batch 8999], Speed: 5.681 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.279,RPNAcc=0.981,RPNL1Loss=0.332,RCNNAcc=0.919,RCNNL1Loss=1.051 [Epoch 1][Batch 9099], Speed: 5.864 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.279,RPNAcc=0.981,RPNL1Loss=0.332,RCNNAcc=0.919,RCNNL1Loss=1.050 [Epoch 1][Batch 9199], Speed: 5.531 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.279,RPNAcc=0.981,RPNL1Loss=0.332,RCNNAcc=0.919,RCNNL1Loss=1.050 [Epoch 1][Batch 9299], Speed: 6.269 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.279,RPNAcc=0.981,RPNL1Loss=0.332,RCNNAcc=0.919,RCNNL1Loss=1.049 [Epoch 1][Batch 9399], Speed: 5.708 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.279,RPNAcc=0.981,RPNL1Loss=0.331,RCNNAcc=0.919,RCNNL1Loss=1.048 [Epoch 1][Batch 9499], Speed: 6.144 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.279,RPNAcc=0.981,RPNL1Loss=0.331,RCNNAcc=0.919,RCNNL1Loss=1.047 [Epoch 1][Batch 9599], Speed: 6.091 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.279,RPNAcc=0.981,RPNL1Loss=0.331,RCNNAcc=0.919,RCNNL1Loss=1.046 [Epoch 1][Batch 9699], Speed: 6.145 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.279,RPNAcc=0.981,RPNL1Loss=0.331,RCNNAcc=0.919,RCNNL1Loss=1.046 [Epoch 1][Batch 9799], Speed: 5.710 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.279,RPNAcc=0.981,RPNL1Loss=0.331,RCNNAcc=0.919,RCNNL1Loss=1.045 [Epoch 1][Batch 9899], Speed: 5.893 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.279,RPNAcc=0.981,RPNL1Loss=0.330,RCNNAcc=0.919,RCNNL1Loss=1.044 [Epoch 1][Batch 9999], Speed: 5.704 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.279,RPNAcc=0.981,RPNL1Loss=0.330,RCNNAcc=0.920,RCNNL1Loss=1.043 [Epoch 1][Batch 10099], Speed: 6.765 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.279,RPNAcc=0.981,RPNL1Loss=0.330,RCNNAcc=0.920,RCNNL1Loss=1.043 [Epoch 1][Batch 10199], Speed: 6.162 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.279,RPNAcc=0.981,RPNL1Loss=0.330,RCNNAcc=0.920,RCNNL1Loss=1.042 [Epoch 1][Batch 10299], Speed: 5.875 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.278,RPNAcc=0.981,RPNL1Loss=0.329,RCNNAcc=0.920,RCNNL1Loss=1.041 [Epoch 1][Batch 10399], Speed: 5.666 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.279,RPNAcc=0.981,RPNL1Loss=0.329,RCNNAcc=0.920,RCNNL1Loss=1.040 [Epoch 1][Batch 10499], Speed: 5.778 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.278,RPNAcc=0.981,RPNL1Loss=0.329,RCNNAcc=0.920,RCNNL1Loss=1.039 [Epoch 1][Batch 10599], Speed: 6.316 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.278,RPNAcc=0.981,RPNL1Loss=0.329,RCNNAcc=0.920,RCNNL1Loss=1.039 [Epoch 1][Batch 10699], Speed: 5.534 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.278,RPNAcc=0.981,RPNL1Loss=0.329,RCNNAcc=0.920,RCNNL1Loss=1.038 [Epoch 1][Batch 10799], Speed: 5.903 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.278,RPNAcc=0.981,RPNL1Loss=0.328,RCNNAcc=0.920,RCNNL1Loss=1.037 [Epoch 1][Batch 10899], Speed: 6.078 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.278,RPNAcc=0.981,RPNL1Loss=0.328,RCNNAcc=0.920,RCNNL1Loss=1.036 [Epoch 1][Batch 10999], Speed: 5.313 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.278,RPNAcc=0.981,RPNL1Loss=0.328,RCNNAcc=0.920,RCNNL1Loss=1.035 [Epoch 1][Batch 11099], Speed: 6.141 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.278,RPNAcc=0.981,RPNL1Loss=0.328,RCNNAcc=0.920,RCNNL1Loss=1.035 [Epoch 1][Batch 11199], Speed: 5.789 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.278,RPNAcc=0.981,RPNL1Loss=0.328,RCNNAcc=0.920,RCNNL1Loss=1.034 [Epoch 1][Batch 11299], Speed: 5.588 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.278,RPNAcc=0.981,RPNL1Loss=0.327,RCNNAcc=0.920,RCNNL1Loss=1.033 [Epoch 1][Batch 11399], Speed: 5.906 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.278,RPNAcc=0.981,RPNL1Loss=0.327,RCNNAcc=0.920,RCNNL1Loss=1.032 [Epoch 1][Batch 11499], Speed: 6.043 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.278,RPNAcc=0.981,RPNL1Loss=0.327,RCNNAcc=0.920,RCNNL1Loss=1.032 [Epoch 1][Batch 11599], Speed: 5.985 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.278,RPNAcc=0.981,RPNL1Loss=0.327,RCNNAcc=0.920,RCNNL1Loss=1.031 [Epoch 1][Batch 11699], Speed: 5.480 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.278,RPNAcc=0.981,RPNL1Loss=0.327,RCNNAcc=0.920,RCNNL1Loss=1.030 [Epoch 1][Batch 11799], Speed: 6.300 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.278,RPNAcc=0.981,RPNL1Loss=0.326,RCNNAcc=0.920,RCNNL1Loss=1.029 [Epoch 1][Batch 11899], Speed: 5.474 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.277,RPNAcc=0.981,RPNL1Loss=0.326,RCNNAcc=0.920,RCNNL1Loss=1.028 [Epoch 1][Batch 11999], Speed: 6.248 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.277,RPNAcc=0.981,RPNL1Loss=0.326,RCNNAcc=0.920,RCNNL1Loss=1.028 [Epoch 1][Batch 12099], Speed: 6.034 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.277,RPNAcc=0.981,RPNL1Loss=0.326,RCNNAcc=0.920,RCNNL1Loss=1.027 [Epoch 1][Batch 12199], Speed: 6.611 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.277,RPNAcc=0.981,RPNL1Loss=0.326,RCNNAcc=0.920,RCNNL1Loss=1.026 [Epoch 1][Batch 12299], Speed: 6.124 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.277,RPNAcc=0.981,RPNL1Loss=0.326,RCNNAcc=0.920,RCNNL1Loss=1.026 [Epoch 1][Batch 12399], Speed: 5.934 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.277,RPNAcc=0.981,RPNL1Loss=0.325,RCNNAcc=0.920,RCNNL1Loss=1.025 [Epoch 1][Batch 12499], Speed: 6.096 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.277,RPNAcc=0.981,RPNL1Loss=0.325,RCNNAcc=0.920,RCNNL1Loss=1.024 [Epoch 1][Batch 12599], Speed: 6.240 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.277,RPNAcc=0.981,RPNL1Loss=0.325,RCNNAcc=0.920,RCNNL1Loss=1.023 [Epoch 1][Batch 12699], Speed: 6.134 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.277,RPNAcc=0.982,RPNL1Loss=0.325,RCNNAcc=0.920,RCNNL1Loss=1.023 [Epoch 1][Batch 12799], Speed: 6.255 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.277,RPNAcc=0.982,RPNL1Loss=0.325,RCNNAcc=0.920,RCNNL1Loss=1.022 [Epoch 1][Batch 12899], Speed: 5.906 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.277,RPNAcc=0.982,RPNL1Loss=0.324,RCNNAcc=0.920,RCNNL1Loss=1.021 [Epoch 1][Batch 12999], Speed: 5.609 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.277,RPNAcc=0.982,RPNL1Loss=0.324,RCNNAcc=0.920,RCNNL1Loss=1.020 [Epoch 1][Batch 13099], Speed: 6.065 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.277,RPNAcc=0.982,RPNL1Loss=0.324,RCNNAcc=0.921,RCNNL1Loss=1.019 [Epoch 1][Batch 13199], Speed: 5.601 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.277,RPNAcc=0.982,RPNL1Loss=0.324,RCNNAcc=0.921,RCNNL1Loss=1.019 [Epoch 1][Batch 13299], Speed: 5.988 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.276,RPNAcc=0.982,RPNL1Loss=0.324,RCNNAcc=0.921,RCNNL1Loss=1.018 [Epoch 1][Batch 13399], Speed: 6.140 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.276,RPNAcc=0.982,RPNL1Loss=0.323,RCNNAcc=0.921,RCNNL1Loss=1.017 [Epoch 1][Batch 13499], Speed: 5.864 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.276,RPNAcc=0.982,RPNL1Loss=0.323,RCNNAcc=0.921,RCNNL1Loss=1.017 [Epoch 1][Batch 13599], Speed: 6.003 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.276,RPNAcc=0.982,RPNL1Loss=0.323,RCNNAcc=0.921,RCNNL1Loss=1.016 [Epoch 1][Batch 13699], Speed: 5.589 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.276,RPNAcc=0.982,RPNL1Loss=0.323,RCNNAcc=0.921,RCNNL1Loss=1.015 [Epoch 1][Batch 13799], Speed: 6.001 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.276,RPNAcc=0.982,RPNL1Loss=0.323,RCNNAcc=0.921,RCNNL1Loss=1.015 [Epoch 1][Batch 13899], Speed: 6.003 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.276,RPNAcc=0.982,RPNL1Loss=0.323,RCNNAcc=0.921,RCNNL1Loss=1.014 [Epoch 1][Batch 13999], Speed: 5.800 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.276,RPNAcc=0.982,RPNL1Loss=0.322,RCNNAcc=0.921,RCNNL1Loss=1.013 [Epoch 1][Batch 14099], Speed: 5.701 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.276,RPNAcc=0.982,RPNL1Loss=0.322,RCNNAcc=0.921,RCNNL1Loss=1.013 [Epoch 1][Batch 14199], Speed: 5.624 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.276,RPNAcc=0.982,RPNL1Loss=0.322,RCNNAcc=0.921,RCNNL1Loss=1.012 [Epoch 1][Batch 14299], Speed: 6.163 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.276,RPNAcc=0.982,RPNL1Loss=0.322,RCNNAcc=0.921,RCNNL1Loss=1.012 [Epoch 1][Batch 14399], Speed: 5.763 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.276,RPNAcc=0.982,RPNL1Loss=0.322,RCNNAcc=0.921,RCNNL1Loss=1.011 [Epoch 1][Batch 14499], Speed: 5.986 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.276,RPNAcc=0.982,RPNL1Loss=0.322,RCNNAcc=0.921,RCNNL1Loss=1.010 [Epoch 1][Batch 14599], Speed: 6.067 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.276,RPNAcc=0.982,RPNL1Loss=0.321,RCNNAcc=0.921,RCNNL1Loss=1.010 [Epoch 1] Training cost: 19697.430, RPN_Conf=0.037,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.276 [Epoch 1] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.327 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.550 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.346 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.211 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.371 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.391 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 ] = 0.460 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.492 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.339 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.533 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.575 person=48.9 bicycle=23.6 car=35.4 motorcycle=34.0 airplane=55.6 bus=58.5 train=50.6 truck=26.3 boat=18.9 traffic light=24.8 fire hydrant=56.6 stop sign=57.6 parking meter=36.7 bench=16.6 bird=28.9 cat=54.7 dog=50.2 horse=45.2 sheep=41.5 cow=41.1 elephant=51.3 bear=53.0 zebra=57.4 giraffe=56.7 backpack=11.7 umbrella=29.8 handbag=10.6 tie=26.1 suitcase=30.7 frisbee=53.2 skis=12.0 snowboard=23.0 sports ball=40.5 kite=33.3 baseball bat=20.7 baseball glove=32.5 skateboard=39.8 surfboard=26.5 tennis racket=38.7 bottle=35.4 wine glass=30.0 cup=38.0 fork=23.0 knife=10.5 spoon=10.7 bowl=35.2 banana=15.3 apple=15.1 sandwich=23.6 orange=23.8 broccoli=21.8 carrot=17.2 hot dog=21.5 pizza=42.0 donut=40.3 cake=30.9 chair=21.3 couch=32.4 potted plant=20.9 bed=29.7 dining table=16.1 toilet=51.2 tv=47.4 laptop=48.5 mouse=54.4 remote=25.9 keyboard=43.3 cell phone=31.7 microwave=46.4 oven=22.6 toaster=9.2 sink=26.7 refrigerator=44.3 book=12.4 clock=47.4 vase=31.6 scissors=17.3 teddy bear=35.2 hair drier=0.0 toothbrush=13.9 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =32.7 [Epoch 1] mAP 32.7 higher than current best [27.7] saving to faster_rcnn_fpn_syncbn_resnest269_coco_best.params [Epoch 1] Saving parameters to faster_rcnn_fpn_syncbn_resnest269_coco_0001_32.7000.params [Epoch 2][Batch 99], Speed: 6.181 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.262,RPNAcc=0.982,RPNL1Loss=0.321,RCNNAcc=0.921,RCNNL1Loss=1.009 [Epoch 2][Batch 199], Speed: 6.100 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.260,RPNAcc=0.982,RPNL1Loss=0.321,RCNNAcc=0.921,RCNNL1Loss=1.008 [Epoch 2][Batch 299], Speed: 6.458 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.264,RPNAcc=0.982,RPNL1Loss=0.321,RCNNAcc=0.921,RCNNL1Loss=1.007 [Epoch 2][Batch 399], Speed: 5.560 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.265,RPNAcc=0.982,RPNL1Loss=0.320,RCNNAcc=0.921,RCNNL1Loss=1.006 [Epoch 2][Batch 499], Speed: 6.366 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.265,RPNAcc=0.982,RPNL1Loss=0.320,RCNNAcc=0.921,RCNNL1Loss=1.006 [Epoch 2][Batch 599], Speed: 6.190 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.266,RPNAcc=0.982,RPNL1Loss=0.320,RCNNAcc=0.921,RCNNL1Loss=1.005 [Epoch 2][Batch 699], Speed: 6.234 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.264,RPNAcc=0.982,RPNL1Loss=0.320,RCNNAcc=0.921,RCNNL1Loss=1.004 [Epoch 2][Batch 799], Speed: 6.033 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.263,RPNAcc=0.982,RPNL1Loss=0.320,RCNNAcc=0.921,RCNNL1Loss=1.003 [Epoch 2][Batch 899], Speed: 5.643 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.264,RPNAcc=0.982,RPNL1Loss=0.319,RCNNAcc=0.921,RCNNL1Loss=1.003 [Epoch 2][Batch 999], Speed: 5.978 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.262,RPNAcc=0.982,RPNL1Loss=0.319,RCNNAcc=0.921,RCNNL1Loss=1.002 [Epoch 2][Batch 1099], Speed: 6.033 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.262,RPNAcc=0.982,RPNL1Loss=0.319,RCNNAcc=0.921,RCNNL1Loss=1.001 [Epoch 2][Batch 1199], Speed: 6.276 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.263,RPNAcc=0.982,RPNL1Loss=0.319,RCNNAcc=0.921,RCNNL1Loss=1.001 [Epoch 2][Batch 1299], Speed: 6.009 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.263,RPNAcc=0.982,RPNL1Loss=0.319,RCNNAcc=0.921,RCNNL1Loss=1.000 [Epoch 2][Batch 1399], Speed: 5.940 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.262,RPNAcc=0.982,RPNL1Loss=0.319,RCNNAcc=0.921,RCNNL1Loss=0.999 [Epoch 2][Batch 1499], Speed: 5.448 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.262,RPNAcc=0.982,RPNL1Loss=0.318,RCNNAcc=0.922,RCNNL1Loss=0.999 [Epoch 2][Batch 1599], Speed: 6.114 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.262,RPNAcc=0.982,RPNL1Loss=0.318,RCNNAcc=0.922,RCNNL1Loss=0.998 [Epoch 2][Batch 1699], Speed: 5.559 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.262,RPNAcc=0.982,RPNL1Loss=0.318,RCNNAcc=0.922,RCNNL1Loss=0.997 [Epoch 2][Batch 1799], Speed: 6.394 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.261,RPNAcc=0.982,RPNL1Loss=0.318,RCNNAcc=0.922,RCNNL1Loss=0.997 [Epoch 2][Batch 1899], Speed: 5.924 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.261,RPNAcc=0.982,RPNL1Loss=0.318,RCNNAcc=0.922,RCNNL1Loss=0.996 [Epoch 2][Batch 1999], Speed: 6.032 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.261,RPNAcc=0.982,RPNL1Loss=0.317,RCNNAcc=0.922,RCNNL1Loss=0.995 [Epoch 2][Batch 2099], Speed: 5.715 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.261,RPNAcc=0.982,RPNL1Loss=0.317,RCNNAcc=0.922,RCNNL1Loss=0.995 [Epoch 2][Batch 2199], Speed: 5.894 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.261,RPNAcc=0.982,RPNL1Loss=0.317,RCNNAcc=0.922,RCNNL1Loss=0.994 [Epoch 2][Batch 2299], Speed: 6.354 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.260,RPNAcc=0.982,RPNL1Loss=0.317,RCNNAcc=0.922,RCNNL1Loss=0.993 [Epoch 2][Batch 2399], Speed: 5.820 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.260,RPNAcc=0.982,RPNL1Loss=0.317,RCNNAcc=0.922,RCNNL1Loss=0.993 [Epoch 2][Batch 2499], Speed: 5.546 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.260,RPNAcc=0.982,RPNL1Loss=0.317,RCNNAcc=0.922,RCNNL1Loss=0.992 [Epoch 2][Batch 2599], Speed: 6.144 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.260,RPNAcc=0.982,RPNL1Loss=0.316,RCNNAcc=0.922,RCNNL1Loss=0.991 [Epoch 2][Batch 2699], Speed: 5.958 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.260,RPNAcc=0.982,RPNL1Loss=0.316,RCNNAcc=0.922,RCNNL1Loss=0.991 [Epoch 2][Batch 2799], Speed: 5.694 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.260,RPNAcc=0.982,RPNL1Loss=0.316,RCNNAcc=0.922,RCNNL1Loss=0.990 [Epoch 2][Batch 2899], Speed: 5.660 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.260,RPNAcc=0.982,RPNL1Loss=0.316,RCNNAcc=0.922,RCNNL1Loss=0.989 [Epoch 2][Batch 2999], Speed: 6.153 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.260,RPNAcc=0.982,RPNL1Loss=0.316,RCNNAcc=0.922,RCNNL1Loss=0.989 [Epoch 2][Batch 3099], Speed: 5.728 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.260,RPNAcc=0.982,RPNL1Loss=0.316,RCNNAcc=0.922,RCNNL1Loss=0.988 [Epoch 2][Batch 3199], Speed: 6.158 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.260,RPNAcc=0.982,RPNL1Loss=0.315,RCNNAcc=0.922,RCNNL1Loss=0.988 [Epoch 2][Batch 3299], Speed: 5.714 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.260,RPNAcc=0.982,RPNL1Loss=0.315,RCNNAcc=0.922,RCNNL1Loss=0.987 [Epoch 2][Batch 3399], Speed: 6.046 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.260,RPNAcc=0.982,RPNL1Loss=0.315,RCNNAcc=0.922,RCNNL1Loss=0.987 [Epoch 2][Batch 3499], Speed: 5.868 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.260,RPNAcc=0.982,RPNL1Loss=0.315,RCNNAcc=0.922,RCNNL1Loss=0.986 [Epoch 2][Batch 3599], Speed: 6.301 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.260,RPNAcc=0.982,RPNL1Loss=0.315,RCNNAcc=0.922,RCNNL1Loss=0.985 [Epoch 2][Batch 3699], Speed: 5.745 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.260,RPNAcc=0.983,RPNL1Loss=0.315,RCNNAcc=0.922,RCNNL1Loss=0.985 [Epoch 2][Batch 3799], Speed: 5.923 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.260,RPNAcc=0.983,RPNL1Loss=0.315,RCNNAcc=0.922,RCNNL1Loss=0.984 [Epoch 2][Batch 3899], Speed: 5.835 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.260,RPNAcc=0.983,RPNL1Loss=0.314,RCNNAcc=0.922,RCNNL1Loss=0.984 [Epoch 2][Batch 3999], Speed: 5.776 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.260,RPNAcc=0.983,RPNL1Loss=0.314,RCNNAcc=0.922,RCNNL1Loss=0.983 [Epoch 2][Batch 4099], Speed: 6.236 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.260,RPNAcc=0.983,RPNL1Loss=0.314,RCNNAcc=0.922,RCNNL1Loss=0.982 [Epoch 2][Batch 4199], Speed: 5.754 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.260,RPNAcc=0.983,RPNL1Loss=0.314,RCNNAcc=0.922,RCNNL1Loss=0.982 [Epoch 2][Batch 4299], Speed: 5.849 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.260,RPNAcc=0.983,RPNL1Loss=0.314,RCNNAcc=0.922,RCNNL1Loss=0.981 [Epoch 2][Batch 4399], Speed: 6.017 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.260,RPNAcc=0.983,RPNL1Loss=0.314,RCNNAcc=0.922,RCNNL1Loss=0.981 [Epoch 2][Batch 4499], Speed: 5.487 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.260,RPNAcc=0.983,RPNL1Loss=0.314,RCNNAcc=0.922,RCNNL1Loss=0.980 [Epoch 2][Batch 4599], Speed: 5.547 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.260,RPNAcc=0.983,RPNL1Loss=0.313,RCNNAcc=0.923,RCNNL1Loss=0.980 [Epoch 2][Batch 4699], Speed: 5.524 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.260,RPNAcc=0.983,RPNL1Loss=0.313,RCNNAcc=0.923,RCNNL1Loss=0.979 [Epoch 2][Batch 4799], Speed: 5.890 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.260,RPNAcc=0.983,RPNL1Loss=0.313,RCNNAcc=0.923,RCNNL1Loss=0.978 [Epoch 2][Batch 4899], Speed: 5.755 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.260,RPNAcc=0.983,RPNL1Loss=0.313,RCNNAcc=0.923,RCNNL1Loss=0.978 [Epoch 2][Batch 4999], Speed: 6.122 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.260,RPNAcc=0.983,RPNL1Loss=0.313,RCNNAcc=0.923,RCNNL1Loss=0.977 [Epoch 2][Batch 5099], Speed: 6.212 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.260,RPNAcc=0.983,RPNL1Loss=0.313,RCNNAcc=0.923,RCNNL1Loss=0.977 [Epoch 2][Batch 5199], Speed: 5.800 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.260,RPNAcc=0.983,RPNL1Loss=0.313,RCNNAcc=0.923,RCNNL1Loss=0.976 [Epoch 2][Batch 5299], Speed: 5.599 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.260,RPNAcc=0.983,RPNL1Loss=0.312,RCNNAcc=0.923,RCNNL1Loss=0.976 [Epoch 2][Batch 5399], Speed: 5.410 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.260,RPNAcc=0.983,RPNL1Loss=0.312,RCNNAcc=0.923,RCNNL1Loss=0.975 [Epoch 2][Batch 5499], Speed: 6.126 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.259,RPNAcc=0.983,RPNL1Loss=0.312,RCNNAcc=0.923,RCNNL1Loss=0.975 [Epoch 2][Batch 5599], Speed: 6.413 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.259,RPNAcc=0.983,RPNL1Loss=0.312,RCNNAcc=0.923,RCNNL1Loss=0.974 [Epoch 2][Batch 5699], Speed: 5.655 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.260,RPNAcc=0.983,RPNL1Loss=0.312,RCNNAcc=0.923,RCNNL1Loss=0.973 [Epoch 2][Batch 5799], Speed: 6.184 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.260,RPNAcc=0.983,RPNL1Loss=0.312,RCNNAcc=0.923,RCNNL1Loss=0.973 [Epoch 2][Batch 5899], Speed: 5.330 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.259,RPNAcc=0.983,RPNL1Loss=0.312,RCNNAcc=0.923,RCNNL1Loss=0.972 [Epoch 2][Batch 5999], Speed: 6.157 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.259,RPNAcc=0.983,RPNL1Loss=0.311,RCNNAcc=0.923,RCNNL1Loss=0.972 [Epoch 2][Batch 6099], Speed: 5.669 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.259,RPNAcc=0.983,RPNL1Loss=0.311,RCNNAcc=0.923,RCNNL1Loss=0.971 [Epoch 2][Batch 6199], Speed: 6.516 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.259,RPNAcc=0.983,RPNL1Loss=0.311,RCNNAcc=0.923,RCNNL1Loss=0.971 [Epoch 2][Batch 6299], Speed: 5.865 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.259,RPNAcc=0.983,RPNL1Loss=0.311,RCNNAcc=0.923,RCNNL1Loss=0.970 [Epoch 2][Batch 6399], Speed: 6.592 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.259,RPNAcc=0.983,RPNL1Loss=0.311,RCNNAcc=0.923,RCNNL1Loss=0.970 [Epoch 2][Batch 6499], Speed: 5.687 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.259,RPNAcc=0.983,RPNL1Loss=0.311,RCNNAcc=0.923,RCNNL1Loss=0.969 [Epoch 2][Batch 6599], Speed: 5.606 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.260,RPNAcc=0.983,RPNL1Loss=0.311,RCNNAcc=0.923,RCNNL1Loss=0.969 [Epoch 2][Batch 6699], Speed: 5.806 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.260,RPNAcc=0.983,RPNL1Loss=0.310,RCNNAcc=0.923,RCNNL1Loss=0.968 [Epoch 2][Batch 6799], Speed: 5.631 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.259,RPNAcc=0.983,RPNL1Loss=0.310,RCNNAcc=0.923,RCNNL1Loss=0.968 [Epoch 2][Batch 6899], Speed: 6.523 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.259,RPNAcc=0.983,RPNL1Loss=0.310,RCNNAcc=0.923,RCNNL1Loss=0.967 [Epoch 2][Batch 6999], Speed: 6.044 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.259,RPNAcc=0.983,RPNL1Loss=0.310,RCNNAcc=0.923,RCNNL1Loss=0.967 [Epoch 2][Batch 7099], Speed: 5.975 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.259,RPNAcc=0.983,RPNL1Loss=0.310,RCNNAcc=0.923,RCNNL1Loss=0.966 [Epoch 2][Batch 7199], Speed: 5.941 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.259,RPNAcc=0.983,RPNL1Loss=0.310,RCNNAcc=0.923,RCNNL1Loss=0.966 [Epoch 2][Batch 7299], Speed: 6.018 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.259,RPNAcc=0.983,RPNL1Loss=0.310,RCNNAcc=0.923,RCNNL1Loss=0.965 [Epoch 2][Batch 7399], Speed: 5.405 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.259,RPNAcc=0.983,RPNL1Loss=0.310,RCNNAcc=0.923,RCNNL1Loss=0.965 [Epoch 2][Batch 7499], Speed: 5.671 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.259,RPNAcc=0.983,RPNL1Loss=0.309,RCNNAcc=0.923,RCNNL1Loss=0.964 [Epoch 2][Batch 7599], Speed: 5.615 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.259,RPNAcc=0.983,RPNL1Loss=0.309,RCNNAcc=0.923,RCNNL1Loss=0.964 [Epoch 2][Batch 7699], Speed: 6.448 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.259,RPNAcc=0.983,RPNL1Loss=0.309,RCNNAcc=0.923,RCNNL1Loss=0.963 [Epoch 2][Batch 7799], Speed: 5.745 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.259,RPNAcc=0.983,RPNL1Loss=0.309,RCNNAcc=0.923,RCNNL1Loss=0.963 [Epoch 2][Batch 7899], Speed: 5.651 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.259,RPNAcc=0.983,RPNL1Loss=0.309,RCNNAcc=0.923,RCNNL1Loss=0.962 [Epoch 2][Batch 7999], Speed: 6.032 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.259,RPNAcc=0.983,RPNL1Loss=0.309,RCNNAcc=0.923,RCNNL1Loss=0.962 [Epoch 2][Batch 8099], Speed: 6.074 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.259,RPNAcc=0.983,RPNL1Loss=0.309,RCNNAcc=0.923,RCNNL1Loss=0.961 [Epoch 2][Batch 8199], Speed: 6.178 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.259,RPNAcc=0.983,RPNL1Loss=0.308,RCNNAcc=0.923,RCNNL1Loss=0.961 [Epoch 2][Batch 8299], Speed: 6.200 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.259,RPNAcc=0.983,RPNL1Loss=0.308,RCNNAcc=0.923,RCNNL1Loss=0.960 [Epoch 2][Batch 8399], Speed: 5.880 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.259,RPNAcc=0.983,RPNL1Loss=0.308,RCNNAcc=0.924,RCNNL1Loss=0.960 [Epoch 2][Batch 8499], Speed: 5.842 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.259,RPNAcc=0.983,RPNL1Loss=0.308,RCNNAcc=0.924,RCNNL1Loss=0.959 [Epoch 2][Batch 8599], Speed: 5.599 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.259,RPNAcc=0.983,RPNL1Loss=0.308,RCNNAcc=0.924,RCNNL1Loss=0.959 [Epoch 2][Batch 8699], Speed: 6.325 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.259,RPNAcc=0.983,RPNL1Loss=0.308,RCNNAcc=0.924,RCNNL1Loss=0.959 [Epoch 2][Batch 8799], Speed: 5.975 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.983,RPNL1Loss=0.308,RCNNAcc=0.924,RCNNL1Loss=0.958 [Epoch 2][Batch 8899], Speed: 6.271 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.983,RPNL1Loss=0.308,RCNNAcc=0.924,RCNNL1Loss=0.958 [Epoch 2][Batch 8999], Speed: 6.471 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.924,RCNNL1Loss=0.957 [Epoch 2][Batch 9099], Speed: 5.827 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.924,RCNNL1Loss=0.957 [Epoch 2][Batch 9199], Speed: 5.802 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.924,RCNNL1Loss=0.956 [Epoch 2][Batch 9299], Speed: 6.098 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.924,RCNNL1Loss=0.956 [Epoch 2][Batch 9399], Speed: 5.897 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.924,RCNNL1Loss=0.955 [Epoch 2][Batch 9499], Speed: 6.119 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.924,RCNNL1Loss=0.955 [Epoch 2][Batch 9599], Speed: 6.200 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.924,RCNNL1Loss=0.954 [Epoch 2][Batch 9699], Speed: 6.356 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.924,RCNNL1Loss=0.954 [Epoch 2][Batch 9799], Speed: 5.534 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.924,RCNNL1Loss=0.953 [Epoch 2][Batch 9899], Speed: 6.277 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.924,RCNNL1Loss=0.953 [Epoch 2][Batch 9999], Speed: 5.922 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.924,RCNNL1Loss=0.953 [Epoch 2][Batch 10099], Speed: 5.780 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.924,RCNNL1Loss=0.952 [Epoch 2][Batch 10199], Speed: 5.847 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.924,RCNNL1Loss=0.952 [Epoch 2][Batch 10299], Speed: 6.370 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.924,RCNNL1Loss=0.951 [Epoch 2][Batch 10399], Speed: 5.559 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.924,RCNNL1Loss=0.951 [Epoch 2][Batch 10499], Speed: 6.540 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.924,RCNNL1Loss=0.950 [Epoch 2][Batch 10599], Speed: 5.916 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.924,RCNNL1Loss=0.950 [Epoch 2][Batch 10699], Speed: 6.223 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.924,RCNNL1Loss=0.949 [Epoch 2][Batch 10799], Speed: 5.400 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.924,RCNNL1Loss=0.949 [Epoch 2][Batch 10899], Speed: 5.831 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.924,RCNNL1Loss=0.949 [Epoch 2][Batch 10999], Speed: 5.627 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.258,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.924,RCNNL1Loss=0.948 [Epoch 2][Batch 11099], Speed: 6.121 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.258,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.924,RCNNL1Loss=0.948 [Epoch 2][Batch 11199], Speed: 5.936 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.258,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.924,RCNNL1Loss=0.947 [Epoch 2][Batch 11299], Speed: 5.932 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.924,RCNNL1Loss=0.947 [Epoch 2][Batch 11399], Speed: 5.875 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.924,RCNNL1Loss=0.947 [Epoch 2][Batch 11499], Speed: 5.747 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.258,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.924,RCNNL1Loss=0.946 [Epoch 2][Batch 11599], Speed: 6.140 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.258,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.924,RCNNL1Loss=0.946 [Epoch 2][Batch 11699], Speed: 5.857 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.924,RCNNL1Loss=0.945 [Epoch 2][Batch 11799], Speed: 6.525 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.924,RCNNL1Loss=0.945 [Epoch 2][Batch 11899], Speed: 6.159 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.984,RPNL1Loss=0.304,RCNNAcc=0.924,RCNNL1Loss=0.945 [Epoch 2][Batch 11999], Speed: 6.497 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.984,RPNL1Loss=0.304,RCNNAcc=0.924,RCNNL1Loss=0.944 [Epoch 2][Batch 12099], Speed: 6.015 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.984,RPNL1Loss=0.304,RCNNAcc=0.924,RCNNL1Loss=0.944 [Epoch 2][Batch 12199], Speed: 6.252 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.984,RPNL1Loss=0.304,RCNNAcc=0.924,RCNNL1Loss=0.943 [Epoch 2][Batch 12299], Speed: 5.577 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.984,RPNL1Loss=0.304,RCNNAcc=0.924,RCNNL1Loss=0.943 [Epoch 2][Batch 12399], Speed: 5.953 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.984,RPNL1Loss=0.303,RCNNAcc=0.924,RCNNL1Loss=0.942 [Epoch 2][Batch 12499], Speed: 5.812 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.258,RPNAcc=0.984,RPNL1Loss=0.303,RCNNAcc=0.924,RCNNL1Loss=0.942 [Epoch 2][Batch 12599], Speed: 6.267 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.258,RPNAcc=0.984,RPNL1Loss=0.303,RCNNAcc=0.924,RCNNL1Loss=0.942 [Epoch 2][Batch 12699], Speed: 6.055 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.984,RPNL1Loss=0.303,RCNNAcc=0.924,RCNNL1Loss=0.941 [Epoch 2][Batch 12799], Speed: 5.510 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.984,RPNL1Loss=0.303,RCNNAcc=0.924,RCNNL1Loss=0.941 [Epoch 2][Batch 12899], Speed: 6.185 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.984,RPNL1Loss=0.303,RCNNAcc=0.924,RCNNL1Loss=0.940 [Epoch 2][Batch 12999], Speed: 5.762 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.984,RPNL1Loss=0.303,RCNNAcc=0.924,RCNNL1Loss=0.940 [Epoch 2][Batch 13099], Speed: 6.045 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.984,RPNL1Loss=0.303,RCNNAcc=0.924,RCNNL1Loss=0.940 [Epoch 2][Batch 13199], Speed: 5.664 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.984,RPNL1Loss=0.303,RCNNAcc=0.925,RCNNL1Loss=0.939 [Epoch 2][Batch 13299], Speed: 5.972 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.984,RPNL1Loss=0.302,RCNNAcc=0.925,RCNNL1Loss=0.939 [Epoch 2][Batch 13399], Speed: 6.254 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.984,RPNL1Loss=0.302,RCNNAcc=0.925,RCNNL1Loss=0.938 [Epoch 2][Batch 13499], Speed: 6.138 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.984,RPNL1Loss=0.302,RCNNAcc=0.925,RCNNL1Loss=0.938 [Epoch 2][Batch 13599], Speed: 5.923 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.984,RPNL1Loss=0.302,RCNNAcc=0.925,RCNNL1Loss=0.938 [Epoch 2][Batch 13699], Speed: 5.650 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.984,RPNL1Loss=0.302,RCNNAcc=0.925,RCNNL1Loss=0.937 [Epoch 2][Batch 13799], Speed: 5.928 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.984,RPNL1Loss=0.302,RCNNAcc=0.925,RCNNL1Loss=0.937 [Epoch 2][Batch 13899], Speed: 6.321 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.984,RPNL1Loss=0.302,RCNNAcc=0.925,RCNNL1Loss=0.937 [Epoch 2][Batch 13999], Speed: 5.850 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.984,RPNL1Loss=0.302,RCNNAcc=0.925,RCNNL1Loss=0.936 [Epoch 2][Batch 14099], Speed: 5.679 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.984,RPNL1Loss=0.302,RCNNAcc=0.925,RCNNL1Loss=0.936 [Epoch 2][Batch 14199], Speed: 5.803 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.984,RPNL1Loss=0.301,RCNNAcc=0.925,RCNNL1Loss=0.936 [Epoch 2][Batch 14299], Speed: 6.626 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.984,RPNL1Loss=0.301,RCNNAcc=0.925,RCNNL1Loss=0.935 [Epoch 2][Batch 14399], Speed: 6.062 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.984,RPNL1Loss=0.301,RCNNAcc=0.925,RCNNL1Loss=0.935 [Epoch 2][Batch 14499], Speed: 5.968 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.984,RPNL1Loss=0.301,RCNNAcc=0.925,RCNNL1Loss=0.934 [Epoch 2][Batch 14599], Speed: 5.728 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258,RPNAcc=0.984,RPNL1Loss=0.301,RCNNAcc=0.925,RCNNL1Loss=0.934 [Epoch 2] Training cost: 19727.295, RPN_Conf=0.033,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.258 [Epoch 2] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.347 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.563 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.371 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.214 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.387 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.445 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.293 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.485 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.519 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.355 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.560 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.620 person=50.8 bicycle=23.5 car=39.1 motorcycle=38.4 airplane=51.0 bus=55.0 train=52.8 truck=30.7 boat=21.2 traffic light=25.1 fire hydrant=60.2 stop sign=55.2 parking meter=36.9 bench=19.4 bird=32.5 cat=54.5 dog=54.6 horse=46.5 sheep=48.0 cow=50.7 elephant=57.3 bear=62.0 zebra=61.0 giraffe=61.3 backpack=14.1 umbrella=33.6 handbag=11.1 tie=24.2 suitcase=31.9 frisbee=58.9 skis=19.2 snowboard=25.2 sports ball=43.0 kite=36.8 baseball bat=21.9 baseball glove=36.1 skateboard=43.9 surfboard=29.9 tennis racket=39.2 bottle=35.5 wine glass=28.9 cup=36.8 fork=31.4 knife=12.8 spoon=10.1 bowl=34.8 banana=22.9 apple=13.3 sandwich=25.3 orange=25.8 broccoli=20.7 carrot=17.8 hot dog=24.9 pizza=48.7 donut=39.1 cake=27.5 chair=22.4 couch=31.2 potted plant=22.4 bed=33.4 dining table=18.7 toilet=52.2 tv=51.1 laptop=53.6 mouse=56.2 remote=28.5 keyboard=43.5 cell phone=27.3 microwave=45.4 oven=30.1 toaster=10.6 sink=30.7 refrigerator=41.2 book=11.8 clock=46.9 vase=33.8 scissors=23.1 teddy bear=34.7 hair drier=0.0 toothbrush=13.3 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =34.7 [Epoch 2] mAP 34.7 higher than current best [32.7] saving to faster_rcnn_fpn_syncbn_resnest269_coco_best.params [Epoch 2] Saving parameters to faster_rcnn_fpn_syncbn_resnest269_coco_0002_34.7000.params [Epoch 3][Batch 99], Speed: 6.320 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.251,RPNAcc=0.984,RPNL1Loss=0.301,RCNNAcc=0.925,RCNNL1Loss=0.933 [Epoch 3][Batch 199], Speed: 6.898 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.246,RPNAcc=0.984,RPNL1Loss=0.301,RCNNAcc=0.925,RCNNL1Loss=0.933 [Epoch 3][Batch 299], Speed: 5.901 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.186,RCNN_SmoothL1=0.245,RPNAcc=0.984,RPNL1Loss=0.301,RCNNAcc=0.925,RCNNL1Loss=0.932 [Epoch 3][Batch 399], Speed: 6.230 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.186,RCNN_SmoothL1=0.247,RPNAcc=0.984,RPNL1Loss=0.301,RCNNAcc=0.925,RCNNL1Loss=0.932 [Epoch 3][Batch 499], Speed: 5.906 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.187,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.300,RCNNAcc=0.925,RCNNL1Loss=0.932 [Epoch 3][Batch 599], Speed: 6.409 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.187,RCNN_SmoothL1=0.249,RPNAcc=0.984,RPNL1Loss=0.300,RCNNAcc=0.925,RCNNL1Loss=0.931 [Epoch 3][Batch 699], Speed: 6.409 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.186,RCNN_SmoothL1=0.249,RPNAcc=0.984,RPNL1Loss=0.300,RCNNAcc=0.925,RCNNL1Loss=0.931 [Epoch 3][Batch 799], Speed: 5.990 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.187,RCNN_SmoothL1=0.249,RPNAcc=0.984,RPNL1Loss=0.300,RCNNAcc=0.925,RCNNL1Loss=0.930 [Epoch 3][Batch 899], Speed: 6.004 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.188,RCNN_SmoothL1=0.249,RPNAcc=0.984,RPNL1Loss=0.300,RCNNAcc=0.925,RCNNL1Loss=0.930 [Epoch 3][Batch 999], Speed: 6.345 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.187,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.300,RCNNAcc=0.925,RCNNL1Loss=0.930 [Epoch 3][Batch 1099], Speed: 6.035 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.187,RCNN_SmoothL1=0.249,RPNAcc=0.984,RPNL1Loss=0.300,RCNNAcc=0.925,RCNNL1Loss=0.929 [Epoch 3][Batch 1199], Speed: 5.816 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.187,RCNN_SmoothL1=0.249,RPNAcc=0.984,RPNL1Loss=0.300,RCNNAcc=0.925,RCNNL1Loss=0.929 [Epoch 3][Batch 1299], Speed: 5.928 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.187,RCNN_SmoothL1=0.249,RPNAcc=0.984,RPNL1Loss=0.300,RCNNAcc=0.925,RCNNL1Loss=0.928 [Epoch 3][Batch 1399], Speed: 5.877 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.187,RCNN_SmoothL1=0.249,RPNAcc=0.984,RPNL1Loss=0.299,RCNNAcc=0.925,RCNNL1Loss=0.928 [Epoch 3][Batch 1499], Speed: 6.598 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.187,RCNN_SmoothL1=0.249,RPNAcc=0.984,RPNL1Loss=0.299,RCNNAcc=0.925,RCNNL1Loss=0.927 [Epoch 3][Batch 1599], Speed: 6.203 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.187,RCNN_SmoothL1=0.249,RPNAcc=0.984,RPNL1Loss=0.299,RCNNAcc=0.925,RCNNL1Loss=0.927 [Epoch 3][Batch 1699], Speed: 5.894 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.187,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.299,RCNNAcc=0.925,RCNNL1Loss=0.927 [Epoch 3][Batch 1799], Speed: 6.088 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.187,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.299,RCNNAcc=0.925,RCNNL1Loss=0.926 [Epoch 3][Batch 1899], Speed: 5.834 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.187,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.299,RCNNAcc=0.925,RCNNL1Loss=0.926 [Epoch 3][Batch 1999], Speed: 6.401 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.187,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.299,RCNNAcc=0.925,RCNNL1Loss=0.925 [Epoch 3][Batch 2099], Speed: 5.808 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.187,RCNN_SmoothL1=0.249,RPNAcc=0.984,RPNL1Loss=0.299,RCNNAcc=0.925,RCNNL1Loss=0.925 [Epoch 3][Batch 2199], Speed: 6.521 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.187,RCNN_SmoothL1=0.249,RPNAcc=0.984,RPNL1Loss=0.299,RCNNAcc=0.925,RCNNL1Loss=0.925 [Epoch 3][Batch 2299], Speed: 5.617 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.187,RCNN_SmoothL1=0.249,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.925,RCNNL1Loss=0.924 [Epoch 3][Batch 2399], Speed: 5.911 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.187,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.925,RCNNL1Loss=0.924 [Epoch 3][Batch 2499], Speed: 5.979 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.187,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.925,RCNNL1Loss=0.923 [Epoch 3][Batch 2599], Speed: 5.828 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.187,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.925,RCNNL1Loss=0.923 [Epoch 3][Batch 2699], Speed: 5.672 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.187,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.925,RCNNL1Loss=0.923 [Epoch 3][Batch 2799], Speed: 6.487 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.187,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.925,RCNNL1Loss=0.922 [Epoch 3][Batch 2899], Speed: 6.316 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.187,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.925,RCNNL1Loss=0.922 [Epoch 3][Batch 2999], Speed: 5.599 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.187,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.926,RCNNL1Loss=0.921 [Epoch 3][Batch 3099], Speed: 6.104 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.187,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.926,RCNNL1Loss=0.921 [Epoch 3][Batch 3199], Speed: 6.067 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.187,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.926,RCNNL1Loss=0.921 [Epoch 3][Batch 3299], Speed: 6.269 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.188,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.926,RCNNL1Loss=0.920 [Epoch 3][Batch 3399], Speed: 5.900 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.188,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.926,RCNNL1Loss=0.920 [Epoch 3][Batch 3499], Speed: 5.686 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.188,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.926,RCNNL1Loss=0.919 [Epoch 3][Batch 3599], Speed: 5.600 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.188,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.926,RCNNL1Loss=0.919 [Epoch 3][Batch 3699], Speed: 5.977 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.188,RCNN_SmoothL1=0.247,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.926,RCNNL1Loss=0.919 [Epoch 3][Batch 3799], Speed: 6.438 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.188,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.926,RCNNL1Loss=0.918 [Epoch 3][Batch 3899], Speed: 5.964 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.188,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.926,RCNNL1Loss=0.918 [Epoch 3][Batch 3999], Speed: 5.981 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.188,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.926,RCNNL1Loss=0.918 [Epoch 3][Batch 4099], Speed: 5.867 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.188,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.926,RCNNL1Loss=0.917 [Epoch 3][Batch 4199], Speed: 5.635 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.926,RCNNL1Loss=0.917 [Epoch 3][Batch 4299], Speed: 6.137 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.926,RCNNL1Loss=0.917 [Epoch 3][Batch 4399], Speed: 5.049 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.926,RCNNL1Loss=0.916 [Epoch 3][Batch 4499], Speed: 6.110 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.926,RCNNL1Loss=0.916 [Epoch 3][Batch 4599], Speed: 5.981 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.926,RCNNL1Loss=0.916 [Epoch 3][Batch 4699], Speed: 5.812 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.926,RCNNL1Loss=0.915 [Epoch 3][Batch 4799], Speed: 5.652 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.926,RCNNL1Loss=0.915 [Epoch 3][Batch 4899], Speed: 6.033 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.926,RCNNL1Loss=0.915 [Epoch 3][Batch 4999], Speed: 5.560 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.926,RCNNL1Loss=0.914 [Epoch 3][Batch 5099], Speed: 6.177 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.926,RCNNL1Loss=0.914 [Epoch 3][Batch 5199], Speed: 5.635 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.926,RCNNL1Loss=0.913 [Epoch 3][Batch 5299], Speed: 5.748 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.926,RCNNL1Loss=0.913 [Epoch 3][Batch 5399], Speed: 5.890 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.926,RCNNL1Loss=0.913 [Epoch 3][Batch 5499], Speed: 6.217 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.926,RCNNL1Loss=0.913 [Epoch 3][Batch 5599], Speed: 5.665 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.926,RCNNL1Loss=0.912 [Epoch 3][Batch 5699], Speed: 5.581 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.926,RCNNL1Loss=0.912 [Epoch 3][Batch 5799], Speed: 5.873 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.926,RCNNL1Loss=0.912 [Epoch 3][Batch 5899], Speed: 5.900 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.926,RCNNL1Loss=0.911 [Epoch 3][Batch 5999], Speed: 6.194 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.926,RCNNL1Loss=0.911 [Epoch 3][Batch 6099], Speed: 5.589 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.926,RCNNL1Loss=0.911 [Epoch 3][Batch 6199], Speed: 5.650 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.926,RCNNL1Loss=0.910 [Epoch 3][Batch 6299], Speed: 6.598 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.926,RCNNL1Loss=0.910 [Epoch 3][Batch 6399], Speed: 5.682 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.926,RCNNL1Loss=0.910 [Epoch 3][Batch 6499], Speed: 6.161 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.926,RCNNL1Loss=0.909 [Epoch 3][Batch 6599], Speed: 6.004 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.926,RCNNL1Loss=0.909 [Epoch 3][Batch 6699], Speed: 5.684 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.926,RCNNL1Loss=0.909 [Epoch 3][Batch 6799], Speed: 5.870 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.926,RCNNL1Loss=0.908 [Epoch 3][Batch 6899], Speed: 6.579 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.926,RCNNL1Loss=0.908 [Epoch 3][Batch 6999], Speed: 5.577 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.926,RCNNL1Loss=0.908 [Epoch 3][Batch 7099], Speed: 6.021 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.926,RCNNL1Loss=0.907 [Epoch 3][Batch 7199], Speed: 5.688 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.926,RCNNL1Loss=0.907 [Epoch 3][Batch 7299], Speed: 6.037 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.926,RCNNL1Loss=0.907 [Epoch 3][Batch 7399], Speed: 5.825 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.926,RCNNL1Loss=0.906 [Epoch 3][Batch 7499], Speed: 5.922 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.926,RCNNL1Loss=0.906 [Epoch 3][Batch 7599], Speed: 5.586 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.926,RCNNL1Loss=0.906 [Epoch 3][Batch 7699], Speed: 5.683 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.926,RCNNL1Loss=0.906 [Epoch 3][Batch 7799], Speed: 5.481 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.926,RCNNL1Loss=0.905 [Epoch 3][Batch 7899], Speed: 5.874 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.926,RCNNL1Loss=0.905 [Epoch 3][Batch 7999], Speed: 5.608 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.248,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.926,RCNNL1Loss=0.905 [Epoch 3][Batch 8099], Speed: 5.904 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.293,RCNNAcc=0.926,RCNNL1Loss=0.904 [Epoch 3][Batch 8199], Speed: 5.790 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.293,RCNNAcc=0.926,RCNNL1Loss=0.904 [Epoch 3][Batch 8299], Speed: 6.083 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.293,RCNNAcc=0.926,RCNNL1Loss=0.904 [Epoch 3][Batch 8399], Speed: 6.212 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.248,RPNAcc=0.985,RPNL1Loss=0.293,RCNNAcc=0.926,RCNNL1Loss=0.903 [Epoch 3][Batch 8499], Speed: 5.380 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.248,RPNAcc=0.985,RPNL1Loss=0.293,RCNNAcc=0.926,RCNNL1Loss=0.903 [Epoch 3][Batch 8599], Speed: 5.904 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.248,RPNAcc=0.985,RPNL1Loss=0.293,RCNNAcc=0.927,RCNNL1Loss=0.903 [Epoch 3][Batch 8699], Speed: 6.347 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.248,RPNAcc=0.985,RPNL1Loss=0.293,RCNNAcc=0.927,RCNNL1Loss=0.902 [Epoch 3][Batch 8799], Speed: 6.298 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.248,RPNAcc=0.985,RPNL1Loss=0.292,RCNNAcc=0.927,RCNNL1Loss=0.902 [Epoch 3][Batch 8899], Speed: 6.044 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.248,RPNAcc=0.985,RPNL1Loss=0.292,RCNNAcc=0.927,RCNNL1Loss=0.902 [Epoch 3][Batch 8999], Speed: 6.105 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.248,RPNAcc=0.985,RPNL1Loss=0.292,RCNNAcc=0.927,RCNNL1Loss=0.902 [Epoch 3][Batch 9099], Speed: 5.623 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.248,RPNAcc=0.985,RPNL1Loss=0.292,RCNNAcc=0.927,RCNNL1Loss=0.901 [Epoch 3][Batch 9199], Speed: 6.118 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.248,RPNAcc=0.985,RPNL1Loss=0.292,RCNNAcc=0.927,RCNNL1Loss=0.901 [Epoch 3][Batch 9299], Speed: 6.062 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.248,RPNAcc=0.985,RPNL1Loss=0.292,RCNNAcc=0.927,RCNNL1Loss=0.901 [Epoch 3][Batch 9399], Speed: 5.739 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.248,RPNAcc=0.985,RPNL1Loss=0.292,RCNNAcc=0.927,RCNNL1Loss=0.900 [Epoch 3][Batch 9499], Speed: 5.327 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.248,RPNAcc=0.985,RPNL1Loss=0.292,RCNNAcc=0.927,RCNNL1Loss=0.900 [Epoch 3][Batch 9599], Speed: 5.778 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.248,RPNAcc=0.985,RPNL1Loss=0.292,RCNNAcc=0.927,RCNNL1Loss=0.900 [Epoch 3][Batch 9699], Speed: 5.639 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.248,RPNAcc=0.985,RPNL1Loss=0.292,RCNNAcc=0.927,RCNNL1Loss=0.900 [Epoch 3][Batch 9799], Speed: 6.019 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.248,RPNAcc=0.985,RPNL1Loss=0.292,RCNNAcc=0.927,RCNNL1Loss=0.899 [Epoch 3][Batch 9899], Speed: 5.953 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.248,RPNAcc=0.985,RPNL1Loss=0.292,RCNNAcc=0.927,RCNNL1Loss=0.899 [Epoch 3][Batch 9999], Speed: 6.341 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.248,RPNAcc=0.985,RPNL1Loss=0.292,RCNNAcc=0.927,RCNNL1Loss=0.899 [Epoch 3][Batch 10099], Speed: 5.960 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.248,RPNAcc=0.985,RPNL1Loss=0.291,RCNNAcc=0.927,RCNNL1Loss=0.898 [Epoch 3][Batch 10199], Speed: 5.831 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.248,RPNAcc=0.985,RPNL1Loss=0.291,RCNNAcc=0.927,RCNNL1Loss=0.898 [Epoch 3][Batch 10299], Speed: 5.893 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.248,RPNAcc=0.985,RPNL1Loss=0.291,RCNNAcc=0.927,RCNNL1Loss=0.898 [Epoch 3][Batch 10399], Speed: 5.983 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.248,RPNAcc=0.985,RPNL1Loss=0.291,RCNNAcc=0.927,RCNNL1Loss=0.898 [Epoch 3][Batch 10499], Speed: 5.137 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.248,RPNAcc=0.985,RPNL1Loss=0.291,RCNNAcc=0.927,RCNNL1Loss=0.897 [Epoch 3][Batch 10599], Speed: 5.972 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.248,RPNAcc=0.985,RPNL1Loss=0.291,RCNNAcc=0.927,RCNNL1Loss=0.897 [Epoch 3][Batch 10699], Speed: 6.618 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.248,RPNAcc=0.985,RPNL1Loss=0.291,RCNNAcc=0.927,RCNNL1Loss=0.897 [Epoch 3][Batch 10799], Speed: 6.451 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.248,RPNAcc=0.985,RPNL1Loss=0.291,RCNNAcc=0.927,RCNNL1Loss=0.896 [Epoch 3][Batch 10899], Speed: 6.126 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.248,RPNAcc=0.985,RPNL1Loss=0.291,RCNNAcc=0.927,RCNNL1Loss=0.896 [Epoch 3][Batch 10999], Speed: 6.042 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.291,RCNNAcc=0.927,RCNNL1Loss=0.896 [Epoch 3][Batch 11099], Speed: 5.982 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.291,RCNNAcc=0.927,RCNNL1Loss=0.896 [Epoch 3][Batch 11199], Speed: 6.498 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.291,RCNNAcc=0.927,RCNNL1Loss=0.895 [Epoch 3][Batch 11299], Speed: 5.687 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.291,RCNNAcc=0.927,RCNNL1Loss=0.895 [Epoch 3][Batch 11399], Speed: 6.258 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.290,RCNNAcc=0.927,RCNNL1Loss=0.895 [Epoch 3][Batch 11499], Speed: 6.117 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.290,RCNNAcc=0.927,RCNNL1Loss=0.894 [Epoch 3][Batch 11599], Speed: 6.039 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.290,RCNNAcc=0.927,RCNNL1Loss=0.894 [Epoch 3][Batch 11699], Speed: 5.993 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.290,RCNNAcc=0.927,RCNNL1Loss=0.894 [Epoch 3][Batch 11799], Speed: 5.612 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.290,RCNNAcc=0.927,RCNNL1Loss=0.894 [Epoch 3][Batch 11899], Speed: 5.509 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.290,RCNNAcc=0.927,RCNNL1Loss=0.893 [Epoch 3][Batch 11999], Speed: 6.056 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.290,RCNNAcc=0.927,RCNNL1Loss=0.893 [Epoch 3][Batch 12099], Speed: 5.631 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.290,RCNNAcc=0.927,RCNNL1Loss=0.893 [Epoch 3][Batch 12199], Speed: 5.579 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.290,RCNNAcc=0.927,RCNNL1Loss=0.892 [Epoch 3][Batch 12299], Speed: 5.678 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.290,RCNNAcc=0.927,RCNNL1Loss=0.892 [Epoch 3][Batch 12399], Speed: 6.031 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.290,RCNNAcc=0.927,RCNNL1Loss=0.892 [Epoch 3][Batch 12499], Speed: 5.441 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.290,RCNNAcc=0.927,RCNNL1Loss=0.892 [Epoch 3][Batch 12599], Speed: 5.680 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.927,RCNNL1Loss=0.891 [Epoch 3][Batch 12699], Speed: 5.879 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.927,RCNNL1Loss=0.891 [Epoch 3][Batch 12799], Speed: 6.248 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.927,RCNNL1Loss=0.891 [Epoch 3][Batch 12899], Speed: 5.944 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.927,RCNNL1Loss=0.891 [Epoch 3][Batch 12999], Speed: 6.143 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.927,RCNNL1Loss=0.890 [Epoch 3][Batch 13099], Speed: 5.555 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.927,RCNNL1Loss=0.890 [Epoch 3][Batch 13199], Speed: 6.061 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.927,RCNNL1Loss=0.890 [Epoch 3][Batch 13299], Speed: 5.888 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.927,RCNNL1Loss=0.890 [Epoch 3][Batch 13399], Speed: 6.185 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.927,RCNNL1Loss=0.889 [Epoch 3][Batch 13499], Speed: 6.267 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.927,RCNNL1Loss=0.889 [Epoch 3][Batch 13599], Speed: 5.727 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.927,RCNNL1Loss=0.889 [Epoch 3][Batch 13699], Speed: 6.183 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.927,RCNNL1Loss=0.889 [Epoch 3][Batch 13799], Speed: 6.196 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.927,RCNNL1Loss=0.888 [Epoch 3][Batch 13899], Speed: 6.172 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.927,RCNNL1Loss=0.888 [Epoch 3][Batch 13999], Speed: 5.488 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.927,RCNNL1Loss=0.888 [Epoch 3][Batch 14099], Speed: 6.124 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.927,RCNNL1Loss=0.888 [Epoch 3][Batch 14199], Speed: 6.109 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.927,RCNNL1Loss=0.887 [Epoch 3][Batch 14299], Speed: 5.637 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.927,RCNNL1Loss=0.887 [Epoch 3][Batch 14399], Speed: 6.172 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.927,RCNNL1Loss=0.887 [Epoch 3][Batch 14499], Speed: 5.637 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.927,RCNNL1Loss=0.887 [Epoch 3][Batch 14599], Speed: 5.721 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.247,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.927,RCNNL1Loss=0.886 [Epoch 3] Training cost: 19769.544, RPN_Conf=0.031,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.247 [Epoch 3] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.350 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.564 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.380 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.228 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.393 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.447 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.301 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.492 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.523 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.358 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.569 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.635 person=51.4 bicycle=28.1 car=38.3 motorcycle=36.0 airplane=56.1 bus=56.5 train=50.7 truck=26.3 boat=23.6 traffic light=25.1 fire hydrant=57.9 stop sign=61.6 parking meter=38.4 bench=19.1 bird=32.1 cat=62.4 dog=53.5 horse=48.6 sheep=48.6 cow=48.1 elephant=54.3 bear=62.3 zebra=59.0 giraffe=54.5 backpack=13.6 umbrella=31.2 handbag=11.9 tie=26.7 suitcase=36.5 frisbee=60.0 skis=18.7 snowboard=29.2 sports ball=39.4 kite=38.1 baseball bat=27.1 baseball glove=33.9 skateboard=49.7 surfboard=32.5 tennis racket=42.1 bottle=36.4 wine glass=32.8 cup=39.9 fork=33.4 knife=16.1 spoon=12.4 bowl=33.0 banana=20.4 apple=15.8 sandwich=16.5 orange=22.2 broccoli=19.7 carrot=20.3 hot dog=19.7 pizza=41.3 donut=27.3 cake=24.8 chair=23.8 couch=31.7 potted plant=20.2 bed=33.7 dining table=21.2 toilet=53.1 tv=49.6 laptop=53.1 mouse=53.0 remote=28.2 keyboard=41.4 cell phone=33.0 microwave=50.4 oven=28.2 toaster=19.6 sink=31.3 refrigerator=41.7 book=15.3 clock=49.1 vase=34.8 scissors=22.4 teddy bear=33.5 hair drier=0.0 toothbrush=18.2 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =35.0 [Epoch 3] mAP 35.0 higher than current best [34.7] saving to faster_rcnn_fpn_syncbn_resnest269_coco_best.params [Epoch 3] Saving parameters to faster_rcnn_fpn_syncbn_resnest269_coco_0003_35.0000.params [Epoch 4][Batch 99], Speed: 6.212 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.242,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.927,RCNNL1Loss=0.886 [Epoch 4][Batch 199], Speed: 6.391 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.187,RCNN_SmoothL1=0.242,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.927,RCNNL1Loss=0.885 [Epoch 4][Batch 299], Speed: 6.539 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.237,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.927,RCNNL1Loss=0.885 [Epoch 4][Batch 399], Speed: 5.680 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.238,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.927,RCNNL1Loss=0.885 [Epoch 4][Batch 499], Speed: 6.223 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.237,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.927,RCNNL1Loss=0.885 [Epoch 4][Batch 599], Speed: 5.938 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.237,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.928,RCNNL1Loss=0.884 [Epoch 4][Batch 699], Speed: 5.692 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.237,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.928,RCNNL1Loss=0.884 [Epoch 4][Batch 799], Speed: 5.730 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.237,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.928,RCNNL1Loss=0.884 [Epoch 4][Batch 899], Speed: 5.807 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.237,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.928,RCNNL1Loss=0.883 [Epoch 4][Batch 999], Speed: 5.893 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.237,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.928,RCNNL1Loss=0.883 [Epoch 4][Batch 1099], Speed: 5.824 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.236,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.928,RCNNL1Loss=0.883 [Epoch 4][Batch 1199], Speed: 5.916 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.237,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.928,RCNNL1Loss=0.883 [Epoch 4][Batch 1299], Speed: 5.786 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.237,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.928,RCNNL1Loss=0.882 [Epoch 4][Batch 1399], Speed: 5.870 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.238,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.928,RCNNL1Loss=0.882 [Epoch 4][Batch 1499], Speed: 6.217 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.238,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.928,RCNNL1Loss=0.882 [Epoch 4][Batch 1599], Speed: 6.983 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.237,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.928,RCNNL1Loss=0.881 [Epoch 4][Batch 1699], Speed: 6.007 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.238,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.928,RCNNL1Loss=0.881 [Epoch 4][Batch 1799], Speed: 5.984 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.238,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.928,RCNNL1Loss=0.881 [Epoch 4][Batch 1899], Speed: 5.782 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.238,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.928,RCNNL1Loss=0.881 [Epoch 4][Batch 1999], Speed: 6.056 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.238,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.928,RCNNL1Loss=0.880 [Epoch 4][Batch 2099], Speed: 5.611 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.238,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.928,RCNNL1Loss=0.880 [Epoch 4][Batch 2199], Speed: 6.342 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.238,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.928,RCNNL1Loss=0.880 [Epoch 4][Batch 2299], Speed: 5.490 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.238,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.928,RCNNL1Loss=0.879 [Epoch 4][Batch 2399], Speed: 6.191 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.238,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.928,RCNNL1Loss=0.879 [Epoch 4][Batch 2499], Speed: 5.903 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.238,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.928,RCNNL1Loss=0.879 [Epoch 4][Batch 2599], Speed: 6.090 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.238,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.928,RCNNL1Loss=0.879 [Epoch 4][Batch 2699], Speed: 5.998 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.238,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.928,RCNNL1Loss=0.878 [Epoch 4][Batch 2799], Speed: 5.875 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.239,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.928,RCNNL1Loss=0.878 [Epoch 4][Batch 2899], Speed: 6.141 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.239,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.928,RCNNL1Loss=0.878 [Epoch 4][Batch 2999], Speed: 5.758 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.239,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.928,RCNNL1Loss=0.878 [Epoch 4][Batch 3099], Speed: 5.542 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.239,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.928,RCNNL1Loss=0.877 [Epoch 4][Batch 3199], Speed: 5.769 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.239,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.928,RCNNL1Loss=0.877 [Epoch 4][Batch 3299], Speed: 5.910 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.239,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.928,RCNNL1Loss=0.877 [Epoch 4][Batch 3399], Speed: 6.039 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.239,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.928,RCNNL1Loss=0.876 [Epoch 4][Batch 3499], Speed: 5.476 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.239,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.928,RCNNL1Loss=0.876 [Epoch 4][Batch 3599], Speed: 5.600 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.181,RCNN_SmoothL1=0.239,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.928,RCNNL1Loss=0.876 [Epoch 4][Batch 3699], Speed: 5.673 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.181,RCNN_SmoothL1=0.239,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.928,RCNNL1Loss=0.876 [Epoch 4][Batch 3799], Speed: 5.765 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.181,RCNN_SmoothL1=0.239,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.928,RCNNL1Loss=0.875 [Epoch 4][Batch 3899], Speed: 5.756 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.181,RCNN_SmoothL1=0.239,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.928,RCNNL1Loss=0.875 [Epoch 4][Batch 3999], Speed: 5.668 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.181,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.928,RCNNL1Loss=0.875 [Epoch 4][Batch 4099], Speed: 5.830 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.928,RCNNL1Loss=0.875 [Epoch 4][Batch 4199], Speed: 6.029 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.928,RCNNL1Loss=0.874 [Epoch 4][Batch 4299], Speed: 5.415 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.928,RCNNL1Loss=0.874 [Epoch 4][Batch 4399], Speed: 6.250 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.928,RCNNL1Loss=0.874 [Epoch 4][Batch 4499], Speed: 5.722 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.928,RCNNL1Loss=0.874 [Epoch 4][Batch 4599], Speed: 5.671 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.928,RCNNL1Loss=0.874 [Epoch 4][Batch 4699], Speed: 5.870 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.928,RCNNL1Loss=0.873 [Epoch 4][Batch 4799], Speed: 6.134 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.928,RCNNL1Loss=0.873 [Epoch 4][Batch 4899], Speed: 5.704 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.928,RCNNL1Loss=0.873 [Epoch 4][Batch 4999], Speed: 5.265 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.928,RCNNL1Loss=0.872 [Epoch 4][Batch 5099], Speed: 5.611 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.928,RCNNL1Loss=0.872 [Epoch 4][Batch 5199], Speed: 6.101 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.928,RCNNL1Loss=0.872 [Epoch 4][Batch 5299], Speed: 6.614 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.928,RCNNL1Loss=0.872 [Epoch 4][Batch 5399], Speed: 6.226 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.928,RCNNL1Loss=0.872 [Epoch 4][Batch 5499], Speed: 5.710 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.928,RCNNL1Loss=0.871 [Epoch 4][Batch 5599], Speed: 5.661 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.928,RCNNL1Loss=0.871 [Epoch 4][Batch 5699], Speed: 5.501 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.928,RCNNL1Loss=0.871 [Epoch 4][Batch 5799], Speed: 6.000 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.928,RCNNL1Loss=0.871 [Epoch 4][Batch 5899], Speed: 6.148 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.928,RCNNL1Loss=0.870 [Epoch 4][Batch 5999], Speed: 5.785 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.928,RCNNL1Loss=0.870 [Epoch 4][Batch 6099], Speed: 6.202 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.928,RCNNL1Loss=0.870 [Epoch 4][Batch 6199], Speed: 5.793 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.928,RCNNL1Loss=0.870 [Epoch 4][Batch 6299], Speed: 5.814 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.928,RCNNL1Loss=0.869 [Epoch 4][Batch 6399], Speed: 6.284 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.928,RCNNL1Loss=0.869 [Epoch 4][Batch 6499], Speed: 5.716 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.928,RCNNL1Loss=0.869 [Epoch 4][Batch 6599], Speed: 5.696 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.928,RCNNL1Loss=0.869 [Epoch 4][Batch 6699], Speed: 5.986 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.928,RCNNL1Loss=0.868 [Epoch 4][Batch 6799], Speed: 6.016 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.928,RCNNL1Loss=0.868 [Epoch 4][Batch 6899], Speed: 6.634 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.928,RCNNL1Loss=0.868 [Epoch 4][Batch 6999], Speed: 6.043 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.928,RCNNL1Loss=0.868 [Epoch 4][Batch 7099], Speed: 5.630 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.928,RCNNL1Loss=0.868 [Epoch 4][Batch 7199], Speed: 5.959 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.928,RCNNL1Loss=0.867 [Epoch 4][Batch 7299], Speed: 5.975 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.929,RCNNL1Loss=0.867 [Epoch 4][Batch 7399], Speed: 5.680 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.929,RCNNL1Loss=0.867 [Epoch 4][Batch 7499], Speed: 6.103 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.929,RCNNL1Loss=0.867 [Epoch 4][Batch 7599], Speed: 6.286 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.929,RCNNL1Loss=0.866 [Epoch 4][Batch 7699], Speed: 6.001 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.929,RCNNL1Loss=0.866 [Epoch 4][Batch 7799], Speed: 6.017 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.929,RCNNL1Loss=0.866 [Epoch 4][Batch 7899], Speed: 5.681 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.929,RCNNL1Loss=0.866 [Epoch 4][Batch 7999], Speed: 5.557 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.929,RCNNL1Loss=0.866 [Epoch 4][Batch 8099], Speed: 5.699 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.929,RCNNL1Loss=0.865 [Epoch 4][Batch 8199], Speed: 5.615 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.929,RCNNL1Loss=0.865 [Epoch 4][Batch 8299], Speed: 5.834 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.929,RCNNL1Loss=0.865 [Epoch 4][Batch 8399], Speed: 5.963 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.929,RCNNL1Loss=0.865 [Epoch 4][Batch 8499], Speed: 5.427 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.929,RCNNL1Loss=0.864 [Epoch 4][Batch 8599], Speed: 5.842 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.929,RCNNL1Loss=0.864 [Epoch 4][Batch 8699], Speed: 6.040 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.929,RCNNL1Loss=0.864 [Epoch 4][Batch 8799], Speed: 6.274 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.929,RCNNL1Loss=0.864 [Epoch 4][Batch 8899], Speed: 6.316 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.929,RCNNL1Loss=0.864 [Epoch 4][Batch 8999], Speed: 5.838 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.929,RCNNL1Loss=0.863 [Epoch 4][Batch 9099], Speed: 6.373 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.929,RCNNL1Loss=0.863 [Epoch 4][Batch 9199], Speed: 5.790 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.929,RCNNL1Loss=0.863 [Epoch 4][Batch 9299], Speed: 5.676 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.929,RCNNL1Loss=0.863 [Epoch 4][Batch 9399], Speed: 5.810 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.929,RCNNL1Loss=0.863 [Epoch 4][Batch 9499], Speed: 5.770 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.929,RCNNL1Loss=0.862 [Epoch 4][Batch 9599], Speed: 5.954 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.929,RCNNL1Loss=0.862 [Epoch 4][Batch 9699], Speed: 6.534 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.929,RCNNL1Loss=0.862 [Epoch 4][Batch 9799], Speed: 5.994 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.929,RCNNL1Loss=0.862 [Epoch 4][Batch 9899], Speed: 6.031 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.986,RPNL1Loss=0.281,RCNNAcc=0.929,RCNNL1Loss=0.861 [Epoch 4][Batch 9999], Speed: 5.598 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.986,RPNL1Loss=0.281,RCNNAcc=0.929,RCNNL1Loss=0.861 [Epoch 4][Batch 10099], Speed: 5.613 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.986,RPNL1Loss=0.281,RCNNAcc=0.929,RCNNL1Loss=0.861 [Epoch 4][Batch 10199], Speed: 6.273 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.240,RPNAcc=0.986,RPNL1Loss=0.281,RCNNAcc=0.929,RCNNL1Loss=0.861 [Epoch 4][Batch 10299], Speed: 5.605 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.240,RPNAcc=0.986,RPNL1Loss=0.281,RCNNAcc=0.929,RCNNL1Loss=0.861 [Epoch 4][Batch 10399], Speed: 5.584 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.240,RPNAcc=0.986,RPNL1Loss=0.281,RCNNAcc=0.929,RCNNL1Loss=0.860 [Epoch 4][Batch 10499], Speed: 6.075 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.986,RPNL1Loss=0.281,RCNNAcc=0.929,RCNNL1Loss=0.860 [Epoch 4][Batch 10599], Speed: 6.131 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.240,RPNAcc=0.986,RPNL1Loss=0.281,RCNNAcc=0.929,RCNNL1Loss=0.860 [Epoch 4][Batch 10699], Speed: 5.701 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.240,RPNAcc=0.986,RPNL1Loss=0.281,RCNNAcc=0.929,RCNNL1Loss=0.860 [Epoch 4][Batch 10799], Speed: 5.234 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.240,RPNAcc=0.986,RPNL1Loss=0.281,RCNNAcc=0.929,RCNNL1Loss=0.859 [Epoch 4][Batch 10899], Speed: 6.198 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.240,RPNAcc=0.986,RPNL1Loss=0.281,RCNNAcc=0.929,RCNNL1Loss=0.859 [Epoch 4][Batch 10999], Speed: 5.913 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.240,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.929,RCNNL1Loss=0.859 [Epoch 4][Batch 11099], Speed: 6.178 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.240,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.929,RCNNL1Loss=0.859 [Epoch 4][Batch 11199], Speed: 5.731 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.240,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.929,RCNNL1Loss=0.859 [Epoch 4][Batch 11299], Speed: 6.003 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.239,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.929,RCNNL1Loss=0.858 [Epoch 4][Batch 11399], Speed: 5.903 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.239,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.929,RCNNL1Loss=0.858 [Epoch 4][Batch 11499], Speed: 6.009 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.239,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.929,RCNNL1Loss=0.858 [Epoch 4][Batch 11599], Speed: 6.156 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.239,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.929,RCNNL1Loss=0.858 [Epoch 4][Batch 11699], Speed: 5.822 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.239,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.929,RCNNL1Loss=0.858 [Epoch 4][Batch 11799], Speed: 5.481 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.239,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.929,RCNNL1Loss=0.858 [Epoch 4][Batch 11899], Speed: 6.079 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.239,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.929,RCNNL1Loss=0.857 [Epoch 4][Batch 11999], Speed: 6.380 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.239,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.929,RCNNL1Loss=0.857 [Epoch 4][Batch 12099], Speed: 6.110 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.239,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.929,RCNNL1Loss=0.857 [Epoch 4][Batch 12199], Speed: 6.017 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.239,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.929,RCNNL1Loss=0.857 [Epoch 4][Batch 12299], Speed: 5.552 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.239,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.929,RCNNL1Loss=0.857 [Epoch 4][Batch 12399], Speed: 5.613 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.239,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.929,RCNNL1Loss=0.856 [Epoch 4][Batch 12499], Speed: 6.160 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.239,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.929,RCNNL1Loss=0.856 [Epoch 4][Batch 12599], Speed: 5.966 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.239,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.929,RCNNL1Loss=0.856 [Epoch 4][Batch 12699], Speed: 6.038 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.239,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.929,RCNNL1Loss=0.856 [Epoch 4][Batch 12799], Speed: 6.686 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.239,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.929,RCNNL1Loss=0.856 [Epoch 4][Batch 12899], Speed: 6.022 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.239,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.929,RCNNL1Loss=0.855 [Epoch 4][Batch 12999], Speed: 5.591 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.239,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.929,RCNNL1Loss=0.855 [Epoch 4][Batch 13099], Speed: 6.047 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.239,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.929,RCNNL1Loss=0.855 [Epoch 4][Batch 13199], Speed: 5.656 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.239,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.929,RCNNL1Loss=0.855 [Epoch 4][Batch 13299], Speed: 6.198 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.239,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.929,RCNNL1Loss=0.855 [Epoch 4][Batch 13399], Speed: 6.033 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.239,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.929,RCNNL1Loss=0.855 [Epoch 4][Batch 13499], Speed: 6.558 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.239,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.929,RCNNL1Loss=0.854 [Epoch 4][Batch 13599], Speed: 5.485 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.239,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.929,RCNNL1Loss=0.854 [Epoch 4][Batch 13699], Speed: 6.223 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.239,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.929,RCNNL1Loss=0.854 [Epoch 4][Batch 13799], Speed: 6.157 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.239,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.929,RCNNL1Loss=0.854 [Epoch 4][Batch 13899], Speed: 5.830 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.239,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.929,RCNNL1Loss=0.854 [Epoch 4][Batch 13999], Speed: 5.379 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.239,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.929,RCNNL1Loss=0.853 [Epoch 4][Batch 14099], Speed: 5.694 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.239,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.929,RCNNL1Loss=0.853 [Epoch 4][Batch 14199], Speed: 6.001 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.239,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.929,RCNNL1Loss=0.853 [Epoch 4][Batch 14299], Speed: 6.135 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.239,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.929,RCNNL1Loss=0.853 [Epoch 4][Batch 14399], Speed: 6.030 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.239,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.929,RCNNL1Loss=0.853 [Epoch 4][Batch 14499], Speed: 5.657 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.239,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.929,RCNNL1Loss=0.853 [Epoch 4][Batch 14599], Speed: 6.018 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.239,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.929,RCNNL1Loss=0.852 [Epoch 4] Training cost: 19849.423, RPN_Conf=0.030,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.239 [Epoch 4] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.367 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.583 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.401 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.229 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.412 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.468 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.305 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.497 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.528 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.358 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.571 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.644 person=51.5 bicycle=28.4 car=40.9 motorcycle=36.1 airplane=55.2 bus=59.0 train=55.9 truck=31.2 boat=23.2 traffic light=24.4 fire hydrant=65.7 stop sign=60.6 parking meter=40.8 bench=20.9 bird=34.0 cat=63.9 dog=52.6 horse=49.7 sheep=44.7 cow=51.8 elephant=50.3 bear=62.0 zebra=58.7 giraffe=56.8 backpack=14.3 umbrella=35.0 handbag=13.1 tie=29.2 suitcase=32.7 frisbee=58.5 skis=18.1 snowboard=30.5 sports ball=41.6 kite=35.8 baseball bat=26.0 baseball glove=36.8 skateboard=46.5 surfboard=34.2 tennis racket=40.1 bottle=37.4 wine glass=31.6 cup=38.4 fork=32.3 knife=18.4 spoon=15.9 bowl=35.6 banana=21.0 apple=14.3 sandwich=26.6 orange=24.8 broccoli=15.1 carrot=19.6 hot dog=31.5 pizza=49.2 donut=35.9 cake=30.1 chair=24.8 couch=36.3 potted plant=22.1 bed=31.0 dining table=21.7 toilet=49.4 tv=53.1 laptop=56.8 mouse=56.0 remote=34.1 keyboard=48.6 cell phone=33.0 microwave=53.1 oven=30.3 toaster=43.2 sink=34.4 refrigerator=47.9 book=12.5 clock=45.7 vase=34.6 scissors=21.1 teddy bear=34.9 hair drier=0.0 toothbrush=20.0 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =36.7 [Epoch 4] mAP 36.7 higher than current best [35.0] saving to faster_rcnn_fpn_syncbn_resnest269_coco_best.params [Epoch 4] Saving parameters to faster_rcnn_fpn_syncbn_resnest269_coco_0004_36.7000.params [Epoch 5][Batch 99], Speed: 6.507 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.229,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.929,RCNNL1Loss=0.852 [Epoch 5][Batch 199], Speed: 6.790 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.929,RCNNL1Loss=0.852 [Epoch 5][Batch 299], Speed: 6.695 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.929,RCNNL1Loss=0.852 [Epoch 5][Batch 399], Speed: 6.210 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.929,RCNNL1Loss=0.851 [Epoch 5][Batch 499], Speed: 6.328 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.236,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.929,RCNNL1Loss=0.851 [Epoch 5][Batch 599], Speed: 5.984 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.235,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.929,RCNNL1Loss=0.851 [Epoch 5][Batch 699], Speed: 5.879 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.235,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.929,RCNNL1Loss=0.851 [Epoch 5][Batch 799], Speed: 6.303 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.237,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.929,RCNNL1Loss=0.851 [Epoch 5][Batch 899], Speed: 5.728 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.236,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.929,RCNNL1Loss=0.850 [Epoch 5][Batch 999], Speed: 5.824 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.236,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.929,RCNNL1Loss=0.850 [Epoch 5][Batch 1099], Speed: 5.807 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.236,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.930,RCNNL1Loss=0.850 [Epoch 5][Batch 1199], Speed: 5.695 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.235,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.930,RCNNL1Loss=0.850 [Epoch 5][Batch 1299], Speed: 6.128 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.175,RCNN_SmoothL1=0.235,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.930,RCNNL1Loss=0.850 [Epoch 5][Batch 1399], Speed: 6.010 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.930,RCNNL1Loss=0.849 [Epoch 5][Batch 1499], Speed: 6.286 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.930,RCNNL1Loss=0.849 [Epoch 5][Batch 1599], Speed: 5.762 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.930,RCNNL1Loss=0.849 [Epoch 5][Batch 1699], Speed: 5.788 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.930,RCNNL1Loss=0.849 [Epoch 5][Batch 1799], Speed: 5.625 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.930,RCNNL1Loss=0.848 [Epoch 5][Batch 1899], Speed: 6.201 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.930,RCNNL1Loss=0.848 [Epoch 5][Batch 1999], Speed: 5.692 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.930,RCNNL1Loss=0.848 [Epoch 5][Batch 2099], Speed: 6.188 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.175,RCNN_SmoothL1=0.235,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.930,RCNNL1Loss=0.848 [Epoch 5][Batch 2199], Speed: 5.684 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.175,RCNN_SmoothL1=0.235,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.930,RCNNL1Loss=0.848 [Epoch 5][Batch 2299], Speed: 5.766 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.175,RCNN_SmoothL1=0.235,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.930,RCNNL1Loss=0.847 [Epoch 5][Batch 2399], Speed: 5.756 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.175,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.930,RCNNL1Loss=0.847 [Epoch 5][Batch 2499], Speed: 6.297 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.175,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.930,RCNNL1Loss=0.847 [Epoch 5][Batch 2599], Speed: 6.184 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.175,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.930,RCNNL1Loss=0.847 [Epoch 5][Batch 2699], Speed: 5.479 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.175,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.930,RCNNL1Loss=0.847 [Epoch 5][Batch 2799], Speed: 6.156 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.175,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.930,RCNNL1Loss=0.846 [Epoch 5][Batch 2899], Speed: 5.830 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.175,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.930,RCNNL1Loss=0.846 [Epoch 5][Batch 2999], Speed: 5.995 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.930,RCNNL1Loss=0.846 [Epoch 5][Batch 3099], Speed: 6.248 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.175,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.930,RCNNL1Loss=0.846 [Epoch 5][Batch 3199], Speed: 5.197 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.175,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.930,RCNNL1Loss=0.846 [Epoch 5][Batch 3299], Speed: 5.944 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.175,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.930,RCNNL1Loss=0.845 [Epoch 5][Batch 3399], Speed: 5.682 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.175,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.930,RCNNL1Loss=0.845 [Epoch 5][Batch 3499], Speed: 6.016 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.930,RCNNL1Loss=0.845 [Epoch 5][Batch 3599], Speed: 6.554 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.930,RCNNL1Loss=0.845 [Epoch 5][Batch 3699], Speed: 6.051 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.930,RCNNL1Loss=0.845 [Epoch 5][Batch 3799], Speed: 6.069 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.235,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.930,RCNNL1Loss=0.845 [Epoch 5][Batch 3899], Speed: 6.183 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.930,RCNNL1Loss=0.844 [Epoch 5][Batch 3999], Speed: 5.817 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.930,RCNNL1Loss=0.844 [Epoch 5][Batch 4099], Speed: 5.145 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.930,RCNNL1Loss=0.844 [Epoch 5][Batch 4199], Speed: 6.085 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.930,RCNNL1Loss=0.844 [Epoch 5][Batch 4299], Speed: 5.966 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.930,RCNNL1Loss=0.844 [Epoch 5][Batch 4399], Speed: 5.611 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.930,RCNNL1Loss=0.843 [Epoch 5][Batch 4499], Speed: 6.103 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.930,RCNNL1Loss=0.843 [Epoch 5][Batch 4599], Speed: 6.076 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.930,RCNNL1Loss=0.843 [Epoch 5][Batch 4699], Speed: 6.352 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.930,RCNNL1Loss=0.843 [Epoch 5][Batch 4799], Speed: 6.448 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.930,RCNNL1Loss=0.843 [Epoch 5][Batch 4899], Speed: 5.608 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.930,RCNNL1Loss=0.842 [Epoch 5][Batch 4999], Speed: 5.774 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.930,RCNNL1Loss=0.842 [Epoch 5][Batch 5099], Speed: 5.881 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.930,RCNNL1Loss=0.842 [Epoch 5][Batch 5199], Speed: 5.833 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.930,RCNNL1Loss=0.842 [Epoch 5][Batch 5299], Speed: 6.176 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.930,RCNNL1Loss=0.842 [Epoch 5][Batch 5399], Speed: 5.729 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.930,RCNNL1Loss=0.842 [Epoch 5][Batch 5499], Speed: 5.239 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.930,RCNNL1Loss=0.841 [Epoch 5][Batch 5599], Speed: 5.515 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.930,RCNNL1Loss=0.841 [Epoch 5][Batch 5699], Speed: 5.909 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.930,RCNNL1Loss=0.841 [Epoch 5][Batch 5799], Speed: 6.307 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.930,RCNNL1Loss=0.841 [Epoch 5][Batch 5899], Speed: 5.770 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.930,RCNNL1Loss=0.841 [Epoch 5][Batch 5999], Speed: 6.067 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.930,RCNNL1Loss=0.840 [Epoch 5][Batch 6099], Speed: 6.026 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.930,RCNNL1Loss=0.840 [Epoch 5][Batch 6199], Speed: 6.072 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.930,RCNNL1Loss=0.840 [Epoch 5][Batch 6299], Speed: 6.287 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.930,RCNNL1Loss=0.840 [Epoch 5][Batch 6399], Speed: 5.996 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.930,RCNNL1Loss=0.840 [Epoch 5][Batch 6499], Speed: 5.971 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.930,RCNNL1Loss=0.840 [Epoch 5][Batch 6599], Speed: 5.821 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.930,RCNNL1Loss=0.839 [Epoch 5][Batch 6699], Speed: 5.737 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.930,RCNNL1Loss=0.839 [Epoch 5][Batch 6799], Speed: 6.219 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.930,RCNNL1Loss=0.839 [Epoch 5][Batch 6899], Speed: 6.346 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.930,RCNNL1Loss=0.839 [Epoch 5][Batch 6999], Speed: 5.455 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.930,RCNNL1Loss=0.839 [Epoch 5][Batch 7099], Speed: 6.130 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.930,RCNNL1Loss=0.839 [Epoch 5][Batch 7199], Speed: 6.373 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.930,RCNNL1Loss=0.838 [Epoch 5][Batch 7299], Speed: 5.943 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.930,RCNNL1Loss=0.838 [Epoch 5][Batch 7399], Speed: 5.217 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.930,RCNNL1Loss=0.838 [Epoch 5][Batch 7499], Speed: 6.429 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.930,RCNNL1Loss=0.838 [Epoch 5][Batch 7599], Speed: 5.059 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.930,RCNNL1Loss=0.838 [Epoch 5][Batch 7699], Speed: 5.412 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.930,RCNNL1Loss=0.838 [Epoch 5][Batch 7799], Speed: 6.034 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.930,RCNNL1Loss=0.837 [Epoch 5][Batch 7899], Speed: 6.129 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.930,RCNNL1Loss=0.837 [Epoch 5][Batch 7999], Speed: 5.678 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.930,RCNNL1Loss=0.837 [Epoch 5][Batch 8099], Speed: 6.057 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.930,RCNNL1Loss=0.837 [Epoch 5][Batch 8199], Speed: 5.600 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.930,RCNNL1Loss=0.837 [Epoch 5][Batch 8299], Speed: 6.114 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.930,RCNNL1Loss=0.837 [Epoch 5][Batch 8399], Speed: 5.799 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.930,RCNNL1Loss=0.836 [Epoch 5][Batch 8499], Speed: 5.960 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.930,RCNNL1Loss=0.836 [Epoch 5][Batch 8599], Speed: 6.358 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.930,RCNNL1Loss=0.836 [Epoch 5][Batch 8699], Speed: 5.755 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.930,RCNNL1Loss=0.836 [Epoch 5][Batch 8799], Speed: 5.488 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.930,RCNNL1Loss=0.836 [Epoch 5][Batch 8899], Speed: 5.862 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.930,RCNNL1Loss=0.835 [Epoch 5][Batch 8999], Speed: 5.938 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.930,RCNNL1Loss=0.835 [Epoch 5][Batch 9099], Speed: 5.578 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.930,RCNNL1Loss=0.835 [Epoch 5][Batch 9199], Speed: 6.002 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.930,RCNNL1Loss=0.835 [Epoch 5][Batch 9299], Speed: 5.376 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.930,RCNNL1Loss=0.835 [Epoch 5][Batch 9399], Speed: 6.247 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.930,RCNNL1Loss=0.835 [Epoch 5][Batch 9499], Speed: 6.095 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.930,RCNNL1Loss=0.835 [Epoch 5][Batch 9599], Speed: 5.912 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.930,RCNNL1Loss=0.834 [Epoch 5][Batch 9699], Speed: 5.213 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.931,RCNNL1Loss=0.834 [Epoch 5][Batch 9799], Speed: 5.646 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.931,RCNNL1Loss=0.834 [Epoch 5][Batch 9899], Speed: 5.434 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.931,RCNNL1Loss=0.834 [Epoch 5][Batch 9999], Speed: 5.274 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.931,RCNNL1Loss=0.834 [Epoch 5][Batch 10099], Speed: 5.525 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.931,RCNNL1Loss=0.834 [Epoch 5][Batch 10199], Speed: 6.393 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.931,RCNNL1Loss=0.833 [Epoch 5][Batch 10299], Speed: 5.297 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.931,RCNNL1Loss=0.833 [Epoch 5][Batch 10399], Speed: 5.542 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.931,RCNNL1Loss=0.833 [Epoch 5][Batch 10499], Speed: 6.561 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.931,RCNNL1Loss=0.833 [Epoch 5][Batch 10599], Speed: 5.673 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.931,RCNNL1Loss=0.833 [Epoch 5][Batch 10699], Speed: 5.436 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.931,RCNNL1Loss=0.833 [Epoch 5][Batch 10799], Speed: 5.965 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.931,RCNNL1Loss=0.832 [Epoch 5][Batch 10899], Speed: 6.238 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.931,RCNNL1Loss=0.832 [Epoch 5][Batch 10999], Speed: 6.248 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.931,RCNNL1Loss=0.832 [Epoch 5][Batch 11099], Speed: 5.819 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.931,RCNNL1Loss=0.832 [Epoch 5][Batch 11199], Speed: 5.809 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.931,RCNNL1Loss=0.832 [Epoch 5][Batch 11299], Speed: 5.262 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.931,RCNNL1Loss=0.832 [Epoch 5][Batch 11399], Speed: 5.960 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.931,RCNNL1Loss=0.832 [Epoch 5][Batch 11499], Speed: 5.943 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.931,RCNNL1Loss=0.831 [Epoch 5][Batch 11599], Speed: 6.095 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.234,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.931,RCNNL1Loss=0.831 [Epoch 5][Batch 11699], Speed: 5.695 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.931,RCNNL1Loss=0.831 [Epoch 5][Batch 11799], Speed: 5.641 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.931,RCNNL1Loss=0.831 [Epoch 5][Batch 11899], Speed: 6.232 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.931,RCNNL1Loss=0.831 [Epoch 5][Batch 11999], Speed: 5.586 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.931,RCNNL1Loss=0.831 [Epoch 5][Batch 12099], Speed: 6.025 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.931,RCNNL1Loss=0.830 [Epoch 5][Batch 12199], Speed: 6.321 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.931,RCNNL1Loss=0.830 [Epoch 5][Batch 12299], Speed: 5.974 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.931,RCNNL1Loss=0.830 [Epoch 5][Batch 12399], Speed: 6.139 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.931,RCNNL1Loss=0.830 [Epoch 5][Batch 12499], Speed: 6.153 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.931,RCNNL1Loss=0.830 [Epoch 5][Batch 12599], Speed: 5.647 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.931,RCNNL1Loss=0.830 [Epoch 5][Batch 12699], Speed: 5.820 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.931,RCNNL1Loss=0.830 [Epoch 5][Batch 12799], Speed: 6.143 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.931,RCNNL1Loss=0.829 [Epoch 5][Batch 12899], Speed: 6.066 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.931,RCNNL1Loss=0.829 [Epoch 5][Batch 12999], Speed: 5.495 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.931,RCNNL1Loss=0.829 [Epoch 5][Batch 13099], Speed: 6.194 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.931,RCNNL1Loss=0.829 [Epoch 5][Batch 13199], Speed: 6.011 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.931,RCNNL1Loss=0.829 [Epoch 5][Batch 13299], Speed: 5.542 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.931,RCNNL1Loss=0.829 [Epoch 5][Batch 13399], Speed: 5.602 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.931,RCNNL1Loss=0.828 [Epoch 5][Batch 13499], Speed: 6.403 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.931,RCNNL1Loss=0.828 [Epoch 5][Batch 13599], Speed: 5.854 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.931,RCNNL1Loss=0.828 [Epoch 5][Batch 13699], Speed: 6.288 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.931,RCNNL1Loss=0.828 [Epoch 5][Batch 13799], Speed: 5.825 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.271,RCNNAcc=0.931,RCNNL1Loss=0.828 [Epoch 5][Batch 13899], Speed: 6.050 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.271,RCNNAcc=0.931,RCNNL1Loss=0.828 [Epoch 5][Batch 13999], Speed: 5.891 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.271,RCNNAcc=0.931,RCNNL1Loss=0.828 [Epoch 5][Batch 14099], Speed: 6.218 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.271,RCNNAcc=0.931,RCNNL1Loss=0.827 [Epoch 5][Batch 14199], Speed: 5.819 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.271,RCNNAcc=0.931,RCNNL1Loss=0.827 [Epoch 5][Batch 14299], Speed: 5.622 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.271,RCNNAcc=0.931,RCNNL1Loss=0.827 [Epoch 5][Batch 14399], Speed: 6.032 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.271,RCNNAcc=0.931,RCNNL1Loss=0.827 [Epoch 5][Batch 14499], Speed: 5.281 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.271,RCNNAcc=0.931,RCNNL1Loss=0.827 [Epoch 5][Batch 14599], Speed: 6.088 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.233,RPNAcc=0.986,RPNL1Loss=0.271,RCNNAcc=0.931,RCNNL1Loss=0.827 [Epoch 5] Training cost: 19896.970, RPN_Conf=0.029,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.233 [Epoch 5] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.375 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.585 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.405 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.231 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.420 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.466 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.310 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.509 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.544 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.371 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.588 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.650 person=51.8 bicycle=29.5 car=42.7 motorcycle=40.0 airplane=59.5 bus=61.8 train=58.5 truck=30.5 boat=20.5 traffic light=24.4 fire hydrant=63.5 stop sign=62.9 parking meter=45.3 bench=20.4 bird=30.4 cat=58.5 dog=60.1 horse=52.4 sheep=49.5 cow=47.5 elephant=57.6 bear=58.3 zebra=62.0 giraffe=62.0 backpack=13.8 umbrella=35.1 handbag=14.1 tie=30.8 suitcase=31.3 frisbee=60.2 skis=19.4 snowboard=32.8 sports ball=42.4 kite=39.4 baseball bat=29.1 baseball glove=38.6 skateboard=50.3 surfboard=34.1 tennis racket=46.4 bottle=37.7 wine glass=34.0 cup=41.4 fork=29.9 knife=15.0 spoon=18.0 bowl=36.5 banana=21.1 apple=17.1 sandwich=23.4 orange=24.7 broccoli=17.2 carrot=19.4 hot dog=32.2 pizza=48.4 donut=44.1 cake=31.3 chair=24.0 couch=34.1 potted plant=24.9 bed=34.8 dining table=22.4 toilet=55.6 tv=51.5 laptop=58.9 mouse=52.2 remote=32.0 keyboard=48.2 cell phone=31.8 microwave=41.8 oven=30.5 toaster=34.3 sink=33.0 refrigerator=48.0 book=11.7 clock=50.1 vase=36.6 scissors=25.0 teddy bear=38.9 hair drier=0.0 toothbrush=22.1 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =37.5 [Epoch 5] mAP 37.5 higher than current best [36.7] saving to faster_rcnn_fpn_syncbn_resnest269_coco_best.params [Epoch 5] Saving parameters to faster_rcnn_fpn_syncbn_resnest269_coco_0005_37.5000.params [Epoch 6][Batch 99], Speed: 6.006 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.231,RPNAcc=0.986,RPNL1Loss=0.271,RCNNAcc=0.931,RCNNL1Loss=0.827 [Epoch 6][Batch 199], Speed: 6.596 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.235,RPNAcc=0.986,RPNL1Loss=0.271,RCNNAcc=0.931,RCNNL1Loss=0.826 [Epoch 6][Batch 299], Speed: 6.103 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.230,RPNAcc=0.986,RPNL1Loss=0.271,RCNNAcc=0.931,RCNNL1Loss=0.826 [Epoch 6][Batch 399], Speed: 6.674 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.230,RPNAcc=0.986,RPNL1Loss=0.271,RCNNAcc=0.931,RCNNL1Loss=0.826 [Epoch 6][Batch 499], Speed: 6.175 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.231,RPNAcc=0.986,RPNL1Loss=0.271,RCNNAcc=0.931,RCNNL1Loss=0.826 [Epoch 6][Batch 599], Speed: 5.887 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.229,RPNAcc=0.986,RPNL1Loss=0.271,RCNNAcc=0.931,RCNNL1Loss=0.826 [Epoch 6][Batch 699], Speed: 6.065 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.229,RPNAcc=0.986,RPNL1Loss=0.271,RCNNAcc=0.931,RCNNL1Loss=0.825 [Epoch 6][Batch 799], Speed: 6.001 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.229,RPNAcc=0.986,RPNL1Loss=0.271,RCNNAcc=0.931,RCNNL1Loss=0.825 [Epoch 6][Batch 899], Speed: 6.336 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.228,RPNAcc=0.986,RPNL1Loss=0.271,RCNNAcc=0.931,RCNNL1Loss=0.825 [Epoch 6][Batch 999], Speed: 5.735 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.227,RPNAcc=0.986,RPNL1Loss=0.271,RCNNAcc=0.931,RCNNL1Loss=0.825 [Epoch 6][Batch 1099], Speed: 5.819 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.228,RPNAcc=0.986,RPNL1Loss=0.271,RCNNAcc=0.931,RCNNL1Loss=0.825 [Epoch 6][Batch 1199], Speed: 5.881 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.229,RPNAcc=0.986,RPNL1Loss=0.271,RCNNAcc=0.931,RCNNL1Loss=0.825 [Epoch 6][Batch 1299], Speed: 6.480 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.229,RPNAcc=0.986,RPNL1Loss=0.271,RCNNAcc=0.931,RCNNL1Loss=0.824 [Epoch 6][Batch 1399], Speed: 5.992 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.230,RPNAcc=0.986,RPNL1Loss=0.270,RCNNAcc=0.931,RCNNL1Loss=0.824 [Epoch 6][Batch 1499], Speed: 5.691 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.231,RPNAcc=0.986,RPNL1Loss=0.270,RCNNAcc=0.931,RCNNL1Loss=0.824 [Epoch 6][Batch 1599], Speed: 5.525 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.230,RPNAcc=0.986,RPNL1Loss=0.270,RCNNAcc=0.931,RCNNL1Loss=0.824 [Epoch 6][Batch 1699], Speed: 5.947 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.230,RPNAcc=0.986,RPNL1Loss=0.270,RCNNAcc=0.931,RCNNL1Loss=0.824 [Epoch 6][Batch 1799], Speed: 5.621 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.231,RPNAcc=0.986,RPNL1Loss=0.270,RCNNAcc=0.931,RCNNL1Loss=0.824 [Epoch 6][Batch 1899], Speed: 5.944 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.231,RPNAcc=0.986,RPNL1Loss=0.270,RCNNAcc=0.931,RCNNL1Loss=0.823 [Epoch 6][Batch 1999], Speed: 6.445 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.231,RPNAcc=0.986,RPNL1Loss=0.270,RCNNAcc=0.931,RCNNL1Loss=0.823 [Epoch 6][Batch 2099], Speed: 5.845 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.231,RPNAcc=0.986,RPNL1Loss=0.270,RCNNAcc=0.931,RCNNL1Loss=0.823 [Epoch 6][Batch 2199], Speed: 5.791 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.231,RPNAcc=0.986,RPNL1Loss=0.270,RCNNAcc=0.931,RCNNL1Loss=0.823 [Epoch 6][Batch 2299], Speed: 5.520 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.231,RPNAcc=0.986,RPNL1Loss=0.270,RCNNAcc=0.931,RCNNL1Loss=0.823 [Epoch 6][Batch 2399], Speed: 6.235 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.231,RPNAcc=0.986,RPNL1Loss=0.270,RCNNAcc=0.931,RCNNL1Loss=0.823 [Epoch 6][Batch 2499], Speed: 5.936 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.231,RPNAcc=0.986,RPNL1Loss=0.270,RCNNAcc=0.931,RCNNL1Loss=0.822 [Epoch 6][Batch 2599], Speed: 6.143 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.231,RPNAcc=0.986,RPNL1Loss=0.270,RCNNAcc=0.931,RCNNL1Loss=0.822 [Epoch 6][Batch 2699], Speed: 6.052 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.231,RPNAcc=0.986,RPNL1Loss=0.270,RCNNAcc=0.931,RCNNL1Loss=0.822 [Epoch 6][Batch 2799], Speed: 6.239 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.231,RPNAcc=0.986,RPNL1Loss=0.270,RCNNAcc=0.931,RCNNL1Loss=0.822 [Epoch 6][Batch 2899], Speed: 5.275 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.231,RPNAcc=0.986,RPNL1Loss=0.270,RCNNAcc=0.931,RCNNL1Loss=0.822 [Epoch 6][Batch 2999], Speed: 5.920 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.231,RPNAcc=0.986,RPNL1Loss=0.270,RCNNAcc=0.931,RCNNL1Loss=0.822 [Epoch 6][Batch 3099], Speed: 5.320 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.231,RPNAcc=0.986,RPNL1Loss=0.270,RCNNAcc=0.931,RCNNL1Loss=0.822 [Epoch 6][Batch 3199], Speed: 6.085 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.231,RPNAcc=0.986,RPNL1Loss=0.270,RCNNAcc=0.931,RCNNL1Loss=0.821 [Epoch 6][Batch 3299], Speed: 6.008 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.231,RPNAcc=0.986,RPNL1Loss=0.270,RCNNAcc=0.931,RCNNL1Loss=0.821 [Epoch 6][Batch 3399], Speed: 5.711 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.231,RPNAcc=0.986,RPNL1Loss=0.270,RCNNAcc=0.931,RCNNL1Loss=0.821 [Epoch 6][Batch 3499], Speed: 5.901 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.231,RPNAcc=0.986,RPNL1Loss=0.270,RCNNAcc=0.931,RCNNL1Loss=0.821 [Epoch 6][Batch 3599], Speed: 6.013 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.231,RPNAcc=0.986,RPNL1Loss=0.269,RCNNAcc=0.931,RCNNL1Loss=0.821 [Epoch 6][Batch 3699], Speed: 5.788 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.230,RPNAcc=0.986,RPNL1Loss=0.269,RCNNAcc=0.931,RCNNL1Loss=0.821 [Epoch 6][Batch 3799], Speed: 5.710 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.230,RPNAcc=0.986,RPNL1Loss=0.269,RCNNAcc=0.931,RCNNL1Loss=0.821 [Epoch 6][Batch 3899], Speed: 5.637 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.230,RPNAcc=0.986,RPNL1Loss=0.269,RCNNAcc=0.931,RCNNL1Loss=0.820 [Epoch 6][Batch 3999], Speed: 5.457 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.230,RPNAcc=0.986,RPNL1Loss=0.269,RCNNAcc=0.931,RCNNL1Loss=0.820 [Epoch 6][Batch 4099], Speed: 5.848 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.230,RPNAcc=0.986,RPNL1Loss=0.269,RCNNAcc=0.931,RCNNL1Loss=0.820 [Epoch 6][Batch 4199], Speed: 5.937 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.230,RPNAcc=0.986,RPNL1Loss=0.269,RCNNAcc=0.931,RCNNL1Loss=0.820 [Epoch 6][Batch 4299], Speed: 5.978 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.230,RPNAcc=0.986,RPNL1Loss=0.269,RCNNAcc=0.931,RCNNL1Loss=0.820 [Epoch 6][Batch 4399], Speed: 5.383 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.230,RPNAcc=0.986,RPNL1Loss=0.269,RCNNAcc=0.931,RCNNL1Loss=0.820 [Epoch 6][Batch 4499], Speed: 5.981 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.230,RPNAcc=0.986,RPNL1Loss=0.269,RCNNAcc=0.931,RCNNL1Loss=0.820 [Epoch 6][Batch 4599], Speed: 5.631 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.230,RPNAcc=0.986,RPNL1Loss=0.269,RCNNAcc=0.931,RCNNL1Loss=0.819 [Epoch 6][Batch 4699], Speed: 5.940 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.230,RPNAcc=0.986,RPNL1Loss=0.269,RCNNAcc=0.931,RCNNL1Loss=0.819 [Epoch 6][Batch 4799], Speed: 5.549 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.230,RPNAcc=0.986,RPNL1Loss=0.269,RCNNAcc=0.931,RCNNL1Loss=0.819 [Epoch 6][Batch 4899], Speed: 5.881 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.230,RPNAcc=0.986,RPNL1Loss=0.269,RCNNAcc=0.931,RCNNL1Loss=0.819 [Epoch 6][Batch 4999], Speed: 5.465 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.230,RPNAcc=0.986,RPNL1Loss=0.269,RCNNAcc=0.931,RCNNL1Loss=0.819 [Epoch 6][Batch 5099], Speed: 5.824 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.230,RPNAcc=0.986,RPNL1Loss=0.269,RCNNAcc=0.931,RCNNL1Loss=0.819 [Epoch 6][Batch 5199], Speed: 6.060 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.230,RPNAcc=0.986,RPNL1Loss=0.269,RCNNAcc=0.932,RCNNL1Loss=0.819 [Epoch 6][Batch 5299], Speed: 5.644 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.230,RPNAcc=0.986,RPNL1Loss=0.269,RCNNAcc=0.932,RCNNL1Loss=0.818 [Epoch 6][Batch 5399], Speed: 5.796 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.230,RPNAcc=0.986,RPNL1Loss=0.269,RCNNAcc=0.932,RCNNL1Loss=0.818 [Epoch 6][Batch 5499], Speed: 5.864 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.230,RPNAcc=0.986,RPNL1Loss=0.269,RCNNAcc=0.932,RCNNL1Loss=0.818 [Epoch 6][Batch 5599], Speed: 5.918 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.230,RPNAcc=0.986,RPNL1Loss=0.269,RCNNAcc=0.932,RCNNL1Loss=0.818 [Epoch 6][Batch 5699], Speed: 6.083 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.230,RPNAcc=0.986,RPNL1Loss=0.269,RCNNAcc=0.932,RCNNL1Loss=0.818 [Epoch 6][Batch 5799], Speed: 6.279 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.230,RPNAcc=0.986,RPNL1Loss=0.269,RCNNAcc=0.932,RCNNL1Loss=0.818 [Epoch 6][Batch 5899], Speed: 5.856 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.230,RPNAcc=0.986,RPNL1Loss=0.268,RCNNAcc=0.932,RCNNL1Loss=0.818 [Epoch 6][Batch 5999], Speed: 5.398 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.230,RPNAcc=0.986,RPNL1Loss=0.268,RCNNAcc=0.932,RCNNL1Loss=0.817 [Epoch 6][Batch 6099], Speed: 5.704 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.230,RPNAcc=0.986,RPNL1Loss=0.268,RCNNAcc=0.932,RCNNL1Loss=0.817 [Epoch 6][Batch 6199], Speed: 6.126 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.230,RPNAcc=0.986,RPNL1Loss=0.268,RCNNAcc=0.932,RCNNL1Loss=0.817 [Epoch 6][Batch 6299], Speed: 6.036 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.230,RPNAcc=0.987,RPNL1Loss=0.268,RCNNAcc=0.932,RCNNL1Loss=0.817 [Epoch 6][Batch 6399], Speed: 5.837 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.268,RCNNAcc=0.932,RCNNL1Loss=0.817 [Epoch 6][Batch 6499], Speed: 6.229 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.268,RCNNAcc=0.932,RCNNL1Loss=0.817 [Epoch 6][Batch 6599], Speed: 6.091 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.230,RPNAcc=0.987,RPNL1Loss=0.268,RCNNAcc=0.932,RCNNL1Loss=0.817 [Epoch 6][Batch 6699], Speed: 6.256 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.268,RCNNAcc=0.932,RCNNL1Loss=0.816 [Epoch 6][Batch 6799], Speed: 5.650 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.268,RCNNAcc=0.932,RCNNL1Loss=0.816 [Epoch 6][Batch 6899], Speed: 5.879 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.268,RCNNAcc=0.932,RCNNL1Loss=0.816 [Epoch 6][Batch 6999], Speed: 6.093 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.268,RCNNAcc=0.932,RCNNL1Loss=0.816 [Epoch 6][Batch 7099], Speed: 5.761 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.268,RCNNAcc=0.932,RCNNL1Loss=0.816 [Epoch 6][Batch 7199], Speed: 5.549 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.268,RCNNAcc=0.932,RCNNL1Loss=0.816 [Epoch 6][Batch 7299], Speed: 5.665 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.268,RCNNAcc=0.932,RCNNL1Loss=0.816 [Epoch 6][Batch 7399], Speed: 5.871 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.268,RCNNAcc=0.932,RCNNL1Loss=0.815 [Epoch 6][Batch 7499], Speed: 5.868 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.268,RCNNAcc=0.932,RCNNL1Loss=0.815 [Epoch 6][Batch 7599], Speed: 5.861 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.268,RCNNAcc=0.932,RCNNL1Loss=0.815 [Epoch 6][Batch 7699], Speed: 5.950 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.268,RCNNAcc=0.932,RCNNL1Loss=0.815 [Epoch 6][Batch 7799], Speed: 5.756 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.268,RCNNAcc=0.932,RCNNL1Loss=0.815 [Epoch 6][Batch 7899], Speed: 6.498 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.268,RCNNAcc=0.932,RCNNL1Loss=0.815 [Epoch 6][Batch 7999], Speed: 6.002 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.268,RCNNAcc=0.932,RCNNL1Loss=0.815 [Epoch 6][Batch 8099], Speed: 5.814 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.268,RCNNAcc=0.932,RCNNL1Loss=0.814 [Epoch 6][Batch 8199], Speed: 6.462 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.268,RCNNAcc=0.932,RCNNL1Loss=0.814 [Epoch 6][Batch 8299], Speed: 5.446 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.268,RCNNAcc=0.932,RCNNL1Loss=0.814 [Epoch 6][Batch 8399], Speed: 5.951 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.267,RCNNAcc=0.932,RCNNL1Loss=0.814 [Epoch 6][Batch 8499], Speed: 6.291 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.267,RCNNAcc=0.932,RCNNL1Loss=0.814 [Epoch 6][Batch 8599], Speed: 5.679 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.267,RCNNAcc=0.932,RCNNL1Loss=0.814 [Epoch 6][Batch 8699], Speed: 6.228 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.267,RCNNAcc=0.932,RCNNL1Loss=0.814 [Epoch 6][Batch 8799], Speed: 6.057 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.267,RCNNAcc=0.932,RCNNL1Loss=0.813 [Epoch 6][Batch 8899], Speed: 6.321 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.267,RCNNAcc=0.932,RCNNL1Loss=0.813 [Epoch 6][Batch 8999], Speed: 5.658 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.267,RCNNAcc=0.932,RCNNL1Loss=0.813 [Epoch 6][Batch 9099], Speed: 6.248 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.267,RCNNAcc=0.932,RCNNL1Loss=0.813 [Epoch 6][Batch 9199], Speed: 6.025 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.267,RCNNAcc=0.932,RCNNL1Loss=0.813 [Epoch 6][Batch 9299], Speed: 5.883 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.267,RCNNAcc=0.932,RCNNL1Loss=0.813 [Epoch 6][Batch 9399], Speed: 5.944 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.267,RCNNAcc=0.932,RCNNL1Loss=0.813 [Epoch 6][Batch 9499], Speed: 5.550 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.267,RCNNAcc=0.932,RCNNL1Loss=0.813 [Epoch 6][Batch 9599], Speed: 5.987 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.267,RCNNAcc=0.932,RCNNL1Loss=0.812 [Epoch 6][Batch 9699], Speed: 5.648 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.267,RCNNAcc=0.932,RCNNL1Loss=0.812 [Epoch 6][Batch 9799], Speed: 5.975 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.267,RCNNAcc=0.932,RCNNL1Loss=0.812 [Epoch 6][Batch 9899], Speed: 5.924 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.267,RCNNAcc=0.932,RCNNL1Loss=0.812 [Epoch 6][Batch 9999], Speed: 5.891 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.267,RCNNAcc=0.932,RCNNL1Loss=0.812 [Epoch 6][Batch 10099], Speed: 6.323 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.267,RCNNAcc=0.932,RCNNL1Loss=0.812 [Epoch 6][Batch 10199], Speed: 6.018 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.267,RCNNAcc=0.932,RCNNL1Loss=0.812 [Epoch 6][Batch 10299], Speed: 5.749 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.267,RCNNAcc=0.932,RCNNL1Loss=0.812 [Epoch 6][Batch 10399], Speed: 5.768 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.267,RCNNAcc=0.932,RCNNL1Loss=0.811 [Epoch 6][Batch 10499], Speed: 5.709 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.267,RCNNAcc=0.932,RCNNL1Loss=0.811 [Epoch 6][Batch 10599], Speed: 6.068 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.267,RCNNAcc=0.932,RCNNL1Loss=0.811 [Epoch 6][Batch 10699], Speed: 5.600 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.267,RCNNAcc=0.932,RCNNL1Loss=0.811 [Epoch 6][Batch 10799], Speed: 6.032 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.267,RCNNAcc=0.932,RCNNL1Loss=0.811 [Epoch 6][Batch 10899], Speed: 6.214 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.267,RCNNAcc=0.932,RCNNL1Loss=0.811 [Epoch 6][Batch 10999], Speed: 6.245 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.267,RCNNAcc=0.932,RCNNL1Loss=0.811 [Epoch 6][Batch 11099], Speed: 5.741 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.266,RCNNAcc=0.932,RCNNL1Loss=0.811 [Epoch 6][Batch 11199], Speed: 5.852 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.266,RCNNAcc=0.932,RCNNL1Loss=0.810 [Epoch 6][Batch 11299], Speed: 6.317 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.266,RCNNAcc=0.932,RCNNL1Loss=0.810 [Epoch 6][Batch 11399], Speed: 5.357 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.266,RCNNAcc=0.932,RCNNL1Loss=0.810 [Epoch 6][Batch 11499], Speed: 6.061 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.266,RCNNAcc=0.932,RCNNL1Loss=0.810 [Epoch 6][Batch 11599], Speed: 5.928 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.266,RCNNAcc=0.932,RCNNL1Loss=0.810 [Epoch 6][Batch 11699], Speed: 5.969 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.266,RCNNAcc=0.932,RCNNL1Loss=0.810 [Epoch 6][Batch 11799], Speed: 6.001 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.266,RCNNAcc=0.932,RCNNL1Loss=0.810 [Epoch 6][Batch 11899], Speed: 6.004 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.266,RCNNAcc=0.932,RCNNL1Loss=0.810 [Epoch 6][Batch 11999], Speed: 5.629 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.266,RCNNAcc=0.932,RCNNL1Loss=0.810 [Epoch 6][Batch 12099], Speed: 6.167 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.266,RCNNAcc=0.932,RCNNL1Loss=0.809 [Epoch 6][Batch 12199], Speed: 6.168 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.266,RCNNAcc=0.932,RCNNL1Loss=0.809 [Epoch 6][Batch 12299], Speed: 5.784 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.266,RCNNAcc=0.932,RCNNL1Loss=0.809 [Epoch 6][Batch 12399], Speed: 6.004 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.266,RCNNAcc=0.932,RCNNL1Loss=0.809 [Epoch 6][Batch 12499], Speed: 6.271 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.266,RCNNAcc=0.932,RCNNL1Loss=0.809 [Epoch 6][Batch 12599], Speed: 5.961 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.266,RCNNAcc=0.932,RCNNL1Loss=0.809 [Epoch 6][Batch 12699], Speed: 5.767 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.266,RCNNAcc=0.932,RCNNL1Loss=0.809 [Epoch 6][Batch 12799], Speed: 5.868 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.266,RCNNAcc=0.932,RCNNL1Loss=0.809 [Epoch 6][Batch 12899], Speed: 5.977 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.266,RCNNAcc=0.932,RCNNL1Loss=0.808 [Epoch 6][Batch 12999], Speed: 5.898 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.266,RCNNAcc=0.932,RCNNL1Loss=0.808 [Epoch 6][Batch 13099], Speed: 5.540 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.266,RCNNAcc=0.932,RCNNL1Loss=0.808 [Epoch 6][Batch 13199], Speed: 5.420 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.266,RCNNAcc=0.932,RCNNL1Loss=0.808 [Epoch 6][Batch 13299], Speed: 5.731 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.266,RCNNAcc=0.932,RCNNL1Loss=0.808 [Epoch 6][Batch 13399], Speed: 5.830 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.266,RCNNAcc=0.932,RCNNL1Loss=0.808 [Epoch 6][Batch 13499], Speed: 6.165 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.266,RCNNAcc=0.932,RCNNL1Loss=0.808 [Epoch 6][Batch 13599], Speed: 6.123 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.266,RCNNAcc=0.932,RCNNL1Loss=0.808 [Epoch 6][Batch 13699], Speed: 6.372 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.266,RCNNAcc=0.932,RCNNL1Loss=0.808 [Epoch 6][Batch 13799], Speed: 6.126 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.266,RCNNAcc=0.932,RCNNL1Loss=0.807 [Epoch 6][Batch 13899], Speed: 6.168 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.265,RCNNAcc=0.932,RCNNL1Loss=0.807 [Epoch 6][Batch 13999], Speed: 6.131 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.265,RCNNAcc=0.932,RCNNL1Loss=0.807 [Epoch 6][Batch 14099], Speed: 6.103 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.265,RCNNAcc=0.932,RCNNL1Loss=0.807 [Epoch 6][Batch 14199], Speed: 5.829 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.265,RCNNAcc=0.932,RCNNL1Loss=0.807 [Epoch 6][Batch 14299], Speed: 5.776 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.265,RCNNAcc=0.932,RCNNL1Loss=0.807 [Epoch 6][Batch 14399], Speed: 6.068 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.265,RCNNAcc=0.932,RCNNL1Loss=0.807 [Epoch 6][Batch 14499], Speed: 5.752 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.265,RCNNAcc=0.932,RCNNL1Loss=0.807 [Epoch 6][Batch 14599], Speed: 5.361 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.265,RCNNAcc=0.932,RCNNL1Loss=0.807 [Epoch 6] Training cost: 19852.598, RPN_Conf=0.029,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.229 [Epoch 6] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.373 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.586 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.405 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.226 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.409 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.476 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.309 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.506 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.537 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.359 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.575 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.653 person=52.6 bicycle=30.8 car=43.1 motorcycle=42.1 airplane=54.4 bus=58.8 train=57.6 truck=28.7 boat=22.8 traffic light=27.1 fire hydrant=66.3 stop sign=60.2 parking meter=40.9 bench=23.3 bird=33.5 cat=61.7 dog=53.4 horse=40.9 sheep=45.5 cow=49.6 elephant=46.9 bear=66.1 zebra=58.7 giraffe=64.9 backpack=13.0 umbrella=35.4 handbag=11.6 tie=31.1 suitcase=32.0 frisbee=65.2 skis=18.5 snowboard=33.3 sports ball=40.5 kite=35.2 baseball bat=30.7 baseball glove=37.6 skateboard=40.0 surfboard=32.6 tennis racket=47.8 bottle=39.0 wine glass=33.5 cup=40.8 fork=32.8 knife=17.6 spoon=14.9 bowl=38.7 banana=23.8 apple=16.4 sandwich=28.1 orange=25.3 broccoli=21.3 carrot=17.4 hot dog=18.5 pizza=47.1 donut=46.9 cake=35.3 chair=27.4 couch=37.0 potted plant=25.2 bed=31.8 dining table=22.5 toilet=54.3 tv=51.1 laptop=52.7 mouse=59.4 remote=31.1 keyboard=48.4 cell phone=31.9 microwave=52.9 oven=29.7 toaster=22.4 sink=32.3 refrigerator=48.2 book=17.3 clock=45.8 vase=36.5 scissors=33.1 teddy bear=41.6 hair drier=0.0 toothbrush=20.2 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =37.3 [Epoch 6] Saving parameters to faster_rcnn_fpn_syncbn_resnest269_coco_0006_37.3000.params [Epoch 7][Batch 99], Speed: 6.225 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.234,RPNAcc=0.987,RPNL1Loss=0.265,RCNNAcc=0.932,RCNNL1Loss=0.806 [Epoch 7][Batch 199], Speed: 6.680 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.232,RPNAcc=0.987,RPNL1Loss=0.265,RCNNAcc=0.932,RCNNL1Loss=0.806 [Epoch 7][Batch 299], Speed: 6.347 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.232,RPNAcc=0.987,RPNL1Loss=0.265,RCNNAcc=0.932,RCNNL1Loss=0.806 [Epoch 7][Batch 399], Speed: 5.925 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.232,RPNAcc=0.987,RPNL1Loss=0.265,RCNNAcc=0.932,RCNNL1Loss=0.806 [Epoch 7][Batch 499], Speed: 6.372 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.045,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.229,RPNAcc=0.987,RPNL1Loss=0.265,RCNNAcc=0.932,RCNNL1Loss=0.806 [Epoch 7][Batch 599], Speed: 6.046 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.228,RPNAcc=0.987,RPNL1Loss=0.265,RCNNAcc=0.932,RCNNL1Loss=0.806 [Epoch 7][Batch 699], Speed: 5.919 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.265,RCNNAcc=0.932,RCNNL1Loss=0.806 [Epoch 7][Batch 799], Speed: 5.858 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.265,RCNNAcc=0.932,RCNNL1Loss=0.805 [Epoch 7][Batch 899], Speed: 5.808 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.265,RCNNAcc=0.932,RCNNL1Loss=0.805 [Epoch 7][Batch 999], Speed: 5.688 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.225,RPNAcc=0.987,RPNL1Loss=0.265,RCNNAcc=0.932,RCNNL1Loss=0.805 [Epoch 7][Batch 1099], Speed: 6.127 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.265,RCNNAcc=0.932,RCNNL1Loss=0.805 [Epoch 7][Batch 1199], Speed: 6.084 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.265,RCNNAcc=0.932,RCNNL1Loss=0.805 [Epoch 7][Batch 1299], Speed: 6.056 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.265,RCNNAcc=0.932,RCNNL1Loss=0.805 [Epoch 7][Batch 1399], Speed: 5.511 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.265,RCNNAcc=0.932,RCNNL1Loss=0.805 [Epoch 7][Batch 1499], Speed: 5.779 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.265,RCNNAcc=0.932,RCNNL1Loss=0.804 [Epoch 7][Batch 1599], Speed: 6.104 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.265,RCNNAcc=0.932,RCNNL1Loss=0.804 [Epoch 7][Batch 1699], Speed: 5.748 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.225,RPNAcc=0.987,RPNL1Loss=0.265,RCNNAcc=0.932,RCNNL1Loss=0.804 [Epoch 7][Batch 1799], Speed: 5.658 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.225,RPNAcc=0.987,RPNL1Loss=0.265,RCNNAcc=0.932,RCNNL1Loss=0.804 [Epoch 7][Batch 1899], Speed: 5.788 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.225,RPNAcc=0.987,RPNL1Loss=0.264,RCNNAcc=0.932,RCNNL1Loss=0.804 [Epoch 7][Batch 1999], Speed: 5.825 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.225,RPNAcc=0.987,RPNL1Loss=0.264,RCNNAcc=0.932,RCNNL1Loss=0.804 [Epoch 7][Batch 2099], Speed: 5.641 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.225,RPNAcc=0.987,RPNL1Loss=0.264,RCNNAcc=0.932,RCNNL1Loss=0.804 [Epoch 7][Batch 2199], Speed: 5.990 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.225,RPNAcc=0.987,RPNL1Loss=0.264,RCNNAcc=0.932,RCNNL1Loss=0.804 [Epoch 7][Batch 2299], Speed: 6.134 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.225,RPNAcc=0.987,RPNL1Loss=0.264,RCNNAcc=0.933,RCNNL1Loss=0.803 [Epoch 7][Batch 2399], Speed: 5.716 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.225,RPNAcc=0.987,RPNL1Loss=0.264,RCNNAcc=0.933,RCNNL1Loss=0.803 [Epoch 7][Batch 2499], Speed: 5.876 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.225,RPNAcc=0.987,RPNL1Loss=0.264,RCNNAcc=0.933,RCNNL1Loss=0.803 [Epoch 7][Batch 2599], Speed: 6.170 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.225,RPNAcc=0.987,RPNL1Loss=0.264,RCNNAcc=0.933,RCNNL1Loss=0.803 [Epoch 7][Batch 2699], Speed: 5.938 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.264,RCNNAcc=0.933,RCNNL1Loss=0.803 [Epoch 7][Batch 2799], Speed: 5.639 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.225,RPNAcc=0.987,RPNL1Loss=0.264,RCNNAcc=0.933,RCNNL1Loss=0.803 [Epoch 7][Batch 2899], Speed: 6.032 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.225,RPNAcc=0.987,RPNL1Loss=0.264,RCNNAcc=0.933,RCNNL1Loss=0.803 [Epoch 7][Batch 2999], Speed: 6.030 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.225,RPNAcc=0.987,RPNL1Loss=0.264,RCNNAcc=0.933,RCNNL1Loss=0.802 [Epoch 7][Batch 3099], Speed: 6.222 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.264,RCNNAcc=0.933,RCNNL1Loss=0.802 [Epoch 7][Batch 3199], Speed: 6.042 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.225,RPNAcc=0.987,RPNL1Loss=0.264,RCNNAcc=0.933,RCNNL1Loss=0.802 [Epoch 7][Batch 3299], Speed: 5.990 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.225,RPNAcc=0.987,RPNL1Loss=0.264,RCNNAcc=0.933,RCNNL1Loss=0.802 [Epoch 7][Batch 3399], Speed: 5.591 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.225,RPNAcc=0.987,RPNL1Loss=0.264,RCNNAcc=0.933,RCNNL1Loss=0.802 [Epoch 7][Batch 3499], Speed: 6.156 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.225,RPNAcc=0.987,RPNL1Loss=0.264,RCNNAcc=0.933,RCNNL1Loss=0.802 [Epoch 7][Batch 3599], Speed: 5.843 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.225,RPNAcc=0.987,RPNL1Loss=0.264,RCNNAcc=0.933,RCNNL1Loss=0.802 [Epoch 7][Batch 3699], Speed: 6.094 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.225,RPNAcc=0.987,RPNL1Loss=0.264,RCNNAcc=0.933,RCNNL1Loss=0.802 [Epoch 7][Batch 3799], Speed: 5.969 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.225,RPNAcc=0.987,RPNL1Loss=0.264,RCNNAcc=0.933,RCNNL1Loss=0.801 [Epoch 7][Batch 3899], Speed: 5.848 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.225,RPNAcc=0.987,RPNL1Loss=0.264,RCNNAcc=0.933,RCNNL1Loss=0.801 [Epoch 7][Batch 3999], Speed: 6.019 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.225,RPNAcc=0.987,RPNL1Loss=0.264,RCNNAcc=0.933,RCNNL1Loss=0.801 [Epoch 7][Batch 4099], Speed: 5.890 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.264,RCNNAcc=0.933,RCNNL1Loss=0.801 [Epoch 7][Batch 4199], Speed: 5.625 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.264,RCNNAcc=0.933,RCNNL1Loss=0.801 [Epoch 7][Batch 4299], Speed: 6.225 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.264,RCNNAcc=0.933,RCNNL1Loss=0.801 [Epoch 7][Batch 4399], Speed: 5.757 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.264,RCNNAcc=0.933,RCNNL1Loss=0.801 [Epoch 7][Batch 4499], Speed: 5.578 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.263,RCNNAcc=0.933,RCNNL1Loss=0.801 [Epoch 7][Batch 4599], Speed: 6.328 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.263,RCNNAcc=0.933,RCNNL1Loss=0.801 [Epoch 7][Batch 4699], Speed: 6.228 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.263,RCNNAcc=0.933,RCNNL1Loss=0.800 [Epoch 7][Batch 4799], Speed: 5.743 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.263,RCNNAcc=0.933,RCNNL1Loss=0.800 [Epoch 7][Batch 4899], Speed: 5.635 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.263,RCNNAcc=0.933,RCNNL1Loss=0.800 [Epoch 7][Batch 4999], Speed: 5.698 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.263,RCNNAcc=0.933,RCNNL1Loss=0.800 [Epoch 7][Batch 5099], Speed: 6.099 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.263,RCNNAcc=0.933,RCNNL1Loss=0.800 [Epoch 7][Batch 5199], Speed: 5.157 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.263,RCNNAcc=0.933,RCNNL1Loss=0.800 [Epoch 7][Batch 5299], Speed: 6.147 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.263,RCNNAcc=0.933,RCNNL1Loss=0.800 [Epoch 7][Batch 5399], Speed: 6.384 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.263,RCNNAcc=0.933,RCNNL1Loss=0.800 [Epoch 7][Batch 5499], Speed: 5.804 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.263,RCNNAcc=0.933,RCNNL1Loss=0.800 [Epoch 7][Batch 5599], Speed: 5.642 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.263,RCNNAcc=0.933,RCNNL1Loss=0.799 [Epoch 7][Batch 5699], Speed: 5.994 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.263,RCNNAcc=0.933,RCNNL1Loss=0.799 [Epoch 7][Batch 5799], Speed: 5.703 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.263,RCNNAcc=0.933,RCNNL1Loss=0.799 [Epoch 7][Batch 5899], Speed: 6.096 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.263,RCNNAcc=0.933,RCNNL1Loss=0.799 [Epoch 7][Batch 5999], Speed: 6.318 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.263,RCNNAcc=0.933,RCNNL1Loss=0.799 [Epoch 7][Batch 6099], Speed: 5.887 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.263,RCNNAcc=0.933,RCNNL1Loss=0.799 [Epoch 7][Batch 6199], Speed: 5.958 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.263,RCNNAcc=0.933,RCNNL1Loss=0.799 [Epoch 7][Batch 6299], Speed: 5.747 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.263,RCNNAcc=0.933,RCNNL1Loss=0.799 [Epoch 7][Batch 6399], Speed: 5.954 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.263,RCNNAcc=0.933,RCNNL1Loss=0.799 [Epoch 7][Batch 6499], Speed: 5.743 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.263,RCNNAcc=0.933,RCNNL1Loss=0.798 [Epoch 7][Batch 6599], Speed: 6.307 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.263,RCNNAcc=0.933,RCNNL1Loss=0.798 [Epoch 7][Batch 6699], Speed: 5.491 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.263,RCNNAcc=0.933,RCNNL1Loss=0.798 [Epoch 7][Batch 6799], Speed: 5.695 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.263,RCNNAcc=0.933,RCNNL1Loss=0.798 [Epoch 7][Batch 6899], Speed: 5.865 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.263,RCNNAcc=0.933,RCNNL1Loss=0.798 [Epoch 7][Batch 6999], Speed: 5.969 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.263,RCNNAcc=0.933,RCNNL1Loss=0.798 [Epoch 7][Batch 7099], Speed: 5.641 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.263,RCNNAcc=0.933,RCNNL1Loss=0.798 [Epoch 7][Batch 7199], Speed: 5.337 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.263,RCNNAcc=0.933,RCNNL1Loss=0.798 [Epoch 7][Batch 7299], Speed: 6.126 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.262,RCNNAcc=0.933,RCNNL1Loss=0.798 [Epoch 7][Batch 7399], Speed: 5.928 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.262,RCNNAcc=0.933,RCNNL1Loss=0.797 [Epoch 7][Batch 7499], Speed: 5.712 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.262,RCNNAcc=0.933,RCNNL1Loss=0.797 [Epoch 7][Batch 7599], Speed: 6.208 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.262,RCNNAcc=0.933,RCNNL1Loss=0.797 [Epoch 7][Batch 7699], Speed: 5.808 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.262,RCNNAcc=0.933,RCNNL1Loss=0.797 [Epoch 7][Batch 7799], Speed: 5.319 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.262,RCNNAcc=0.933,RCNNL1Loss=0.797 [Epoch 7][Batch 7899], Speed: 5.919 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.262,RCNNAcc=0.933,RCNNL1Loss=0.797 [Epoch 7][Batch 7999], Speed: 5.821 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.262,RCNNAcc=0.933,RCNNL1Loss=0.797 [Epoch 7][Batch 8099], Speed: 6.095 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.262,RCNNAcc=0.933,RCNNL1Loss=0.797 [Epoch 7][Batch 8199], Speed: 5.753 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.262,RCNNAcc=0.933,RCNNL1Loss=0.797 [Epoch 7][Batch 8299], Speed: 5.811 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.262,RCNNAcc=0.933,RCNNL1Loss=0.796 [Epoch 7][Batch 8399], Speed: 6.257 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.262,RCNNAcc=0.933,RCNNL1Loss=0.796 [Epoch 7][Batch 8499], Speed: 5.483 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.262,RCNNAcc=0.933,RCNNL1Loss=0.796 [Epoch 7][Batch 8599], Speed: 6.074 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.262,RCNNAcc=0.933,RCNNL1Loss=0.796 [Epoch 7][Batch 8699], Speed: 5.466 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.262,RCNNAcc=0.933,RCNNL1Loss=0.796 [Epoch 7][Batch 8799], Speed: 6.336 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.262,RCNNAcc=0.933,RCNNL1Loss=0.796 [Epoch 7][Batch 8899], Speed: 6.187 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.262,RCNNAcc=0.933,RCNNL1Loss=0.796 [Epoch 7][Batch 8999], Speed: 6.649 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.262,RCNNAcc=0.933,RCNNL1Loss=0.796 [Epoch 7][Batch 9099], Speed: 6.278 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.262,RCNNAcc=0.933,RCNNL1Loss=0.796 [Epoch 7][Batch 9199], Speed: 5.826 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.262,RCNNAcc=0.933,RCNNL1Loss=0.795 [Epoch 7][Batch 9299], Speed: 5.957 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.262,RCNNAcc=0.933,RCNNL1Loss=0.795 [Epoch 7][Batch 9399], Speed: 6.451 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.262,RCNNAcc=0.933,RCNNL1Loss=0.795 [Epoch 7][Batch 9499], Speed: 6.090 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.262,RCNNAcc=0.933,RCNNL1Loss=0.795 [Epoch 7][Batch 9599], Speed: 5.757 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.262,RCNNAcc=0.933,RCNNL1Loss=0.795 [Epoch 7][Batch 9699], Speed: 5.518 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.262,RCNNAcc=0.933,RCNNL1Loss=0.795 [Epoch 7][Batch 9799], Speed: 5.816 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.262,RCNNAcc=0.933,RCNNL1Loss=0.795 [Epoch 7][Batch 9899], Speed: 6.051 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.262,RCNNAcc=0.933,RCNNL1Loss=0.795 [Epoch 7][Batch 9999], Speed: 5.531 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.262,RCNNAcc=0.933,RCNNL1Loss=0.795 [Epoch 7][Batch 10099], Speed: 5.782 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.262,RCNNAcc=0.933,RCNNL1Loss=0.795 [Epoch 7][Batch 10199], Speed: 5.652 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.262,RCNNAcc=0.933,RCNNL1Loss=0.794 [Epoch 7][Batch 10299], Speed: 6.327 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.262,RCNNAcc=0.933,RCNNL1Loss=0.794 [Epoch 7][Batch 10399], Speed: 5.769 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.262,RCNNAcc=0.933,RCNNL1Loss=0.794 [Epoch 7][Batch 10499], Speed: 5.924 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.261,RCNNAcc=0.933,RCNNL1Loss=0.794 [Epoch 7][Batch 10599], Speed: 5.944 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.261,RCNNAcc=0.933,RCNNL1Loss=0.794 [Epoch 7][Batch 10699], Speed: 5.720 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.261,RCNNAcc=0.933,RCNNL1Loss=0.794 [Epoch 7][Batch 10799], Speed: 5.913 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.261,RCNNAcc=0.933,RCNNL1Loss=0.794 [Epoch 7][Batch 10899], Speed: 6.306 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.261,RCNNAcc=0.933,RCNNL1Loss=0.794 [Epoch 7][Batch 10999], Speed: 5.581 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.261,RCNNAcc=0.933,RCNNL1Loss=0.794 [Epoch 7][Batch 11099], Speed: 5.512 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.261,RCNNAcc=0.933,RCNNL1Loss=0.793 [Epoch 7][Batch 11199], Speed: 6.130 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.261,RCNNAcc=0.933,RCNNL1Loss=0.793 [Epoch 7][Batch 11299], Speed: 6.015 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.261,RCNNAcc=0.933,RCNNL1Loss=0.793 [Epoch 7][Batch 11399], Speed: 5.842 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.261,RCNNAcc=0.933,RCNNL1Loss=0.793 [Epoch 7][Batch 11499], Speed: 5.847 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.261,RCNNAcc=0.933,RCNNL1Loss=0.793 [Epoch 7][Batch 11599], Speed: 5.778 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.261,RCNNAcc=0.933,RCNNL1Loss=0.793 [Epoch 7][Batch 11699], Speed: 6.618 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.261,RCNNAcc=0.933,RCNNL1Loss=0.793 [Epoch 7][Batch 11799], Speed: 5.573 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.261,RCNNAcc=0.933,RCNNL1Loss=0.793 [Epoch 7][Batch 11899], Speed: 6.488 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.261,RCNNAcc=0.933,RCNNL1Loss=0.793 [Epoch 7][Batch 11999], Speed: 6.300 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.261,RCNNAcc=0.933,RCNNL1Loss=0.793 [Epoch 7][Batch 12099], Speed: 6.289 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.261,RCNNAcc=0.933,RCNNL1Loss=0.792 [Epoch 7][Batch 12199], Speed: 5.672 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.261,RCNNAcc=0.933,RCNNL1Loss=0.792 [Epoch 7][Batch 12299], Speed: 5.917 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.261,RCNNAcc=0.933,RCNNL1Loss=0.792 [Epoch 7][Batch 12399], Speed: 5.672 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.261,RCNNAcc=0.933,RCNNL1Loss=0.792 [Epoch 7][Batch 12499], Speed: 5.971 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.261,RCNNAcc=0.933,RCNNL1Loss=0.792 [Epoch 7][Batch 12599], Speed: 5.748 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.261,RCNNAcc=0.933,RCNNL1Loss=0.792 [Epoch 7][Batch 12699], Speed: 5.513 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.261,RCNNAcc=0.933,RCNNL1Loss=0.792 [Epoch 7][Batch 12799], Speed: 5.802 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.261,RCNNAcc=0.933,RCNNL1Loss=0.792 [Epoch 7][Batch 12899], Speed: 5.687 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.261,RCNNAcc=0.933,RCNNL1Loss=0.792 [Epoch 7][Batch 12999], Speed: 5.707 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.261,RCNNAcc=0.933,RCNNL1Loss=0.792 [Epoch 7][Batch 13099], Speed: 6.111 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.261,RCNNAcc=0.933,RCNNL1Loss=0.792 [Epoch 7][Batch 13199], Speed: 5.905 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.261,RCNNAcc=0.933,RCNNL1Loss=0.791 [Epoch 7][Batch 13299], Speed: 5.938 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.261,RCNNAcc=0.933,RCNNL1Loss=0.791 [Epoch 7][Batch 13399], Speed: 6.087 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.261,RCNNAcc=0.933,RCNNL1Loss=0.791 [Epoch 7][Batch 13499], Speed: 5.776 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.261,RCNNAcc=0.933,RCNNL1Loss=0.791 [Epoch 7][Batch 13599], Speed: 6.109 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.261,RCNNAcc=0.933,RCNNL1Loss=0.791 [Epoch 7][Batch 13699], Speed: 6.284 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.261,RCNNAcc=0.933,RCNNL1Loss=0.791 [Epoch 7][Batch 13799], Speed: 5.715 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.261,RCNNAcc=0.933,RCNNL1Loss=0.791 [Epoch 7][Batch 13899], Speed: 5.778 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.261,RCNNAcc=0.933,RCNNL1Loss=0.791 [Epoch 7][Batch 13999], Speed: 5.626 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.260,RCNNAcc=0.933,RCNNL1Loss=0.791 [Epoch 7][Batch 14099], Speed: 5.392 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.260,RCNNAcc=0.933,RCNNL1Loss=0.791 [Epoch 7][Batch 14199], Speed: 6.155 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.260,RCNNAcc=0.933,RCNNL1Loss=0.790 [Epoch 7][Batch 14299], Speed: 6.043 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.260,RCNNAcc=0.933,RCNNL1Loss=0.790 [Epoch 7][Batch 14399], Speed: 5.606 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.260,RCNNAcc=0.933,RCNNL1Loss=0.790 [Epoch 7][Batch 14499], Speed: 5.362 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.260,RCNNAcc=0.933,RCNNL1Loss=0.790 [Epoch 7][Batch 14599], Speed: 5.729 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.226,RPNAcc=0.987,RPNL1Loss=0.260,RCNNAcc=0.933,RCNNL1Loss=0.790 [Epoch 7] Training cost: 19889.446, RPN_Conf=0.028,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.226 [Epoch 7] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.376 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.591 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.410 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.234 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.420 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.473 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.316 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.510 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.540 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.370 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.584 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.652 person=52.8 bicycle=26.8 car=40.3 motorcycle=42.4 airplane=54.6 bus=59.1 train=60.2 truck=33.8 boat=24.2 traffic light=26.3 fire hydrant=61.3 stop sign=57.8 parking meter=35.9 bench=22.6 bird=35.8 cat=61.3 dog=51.7 horse=54.8 sheep=47.0 cow=52.0 elephant=59.1 bear=52.4 zebra=57.3 giraffe=63.3 backpack=15.3 umbrella=34.4 handbag=14.8 tie=31.9 suitcase=36.2 frisbee=62.4 skis=21.8 snowboard=31.1 sports ball=43.4 kite=41.7 baseball bat=30.0 baseball glove=37.4 skateboard=49.5 surfboard=34.0 tennis racket=45.9 bottle=40.1 wine glass=35.8 cup=40.9 fork=31.5 knife=19.4 spoon=14.7 bowl=39.5 banana=24.4 apple=16.9 sandwich=32.8 orange=20.2 broccoli=20.3 carrot=16.3 hot dog=30.0 pizza=47.0 donut=38.2 cake=33.4 chair=24.7 couch=35.1 potted plant=25.4 bed=36.1 dining table=24.1 toilet=55.2 tv=51.4 laptop=55.9 mouse=55.6 remote=32.7 keyboard=44.8 cell phone=33.9 microwave=54.2 oven=29.0 toaster=24.4 sink=33.7 refrigerator=48.6 book=13.1 clock=45.2 vase=36.3 scissors=23.7 teddy bear=39.8 hair drier=4.0 toothbrush=18.9 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =37.6 [Epoch 7] mAP 37.6 higher than current best [37.5] saving to faster_rcnn_fpn_syncbn_resnest269_coco_best.params [Epoch 7] Saving parameters to faster_rcnn_fpn_syncbn_resnest269_coco_0007_37.6000.params [Epoch 8][Batch 99], Speed: 6.424 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.235,RPNAcc=0.987,RPNL1Loss=0.260,RCNNAcc=0.933,RCNNL1Loss=0.790 [Epoch 8][Batch 199], Speed: 6.258 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.225,RPNAcc=0.987,RPNL1Loss=0.260,RCNNAcc=0.933,RCNNL1Loss=0.790 [Epoch 8][Batch 299], Speed: 6.122 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.260,RCNNAcc=0.933,RCNNL1Loss=0.790 [Epoch 8][Batch 399], Speed: 6.259 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.260,RCNNAcc=0.933,RCNNL1Loss=0.790 [Epoch 8][Batch 499], Speed: 6.695 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.260,RCNNAcc=0.933,RCNNL1Loss=0.789 [Epoch 8][Batch 599], Speed: 6.734 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.260,RCNNAcc=0.933,RCNNL1Loss=0.789 [Epoch 8][Batch 699], Speed: 6.214 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.222,RPNAcc=0.987,RPNL1Loss=0.260,RCNNAcc=0.933,RCNNL1Loss=0.789 [Epoch 8][Batch 799], Speed: 6.124 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.221,RPNAcc=0.987,RPNL1Loss=0.260,RCNNAcc=0.933,RCNNL1Loss=0.789 [Epoch 8][Batch 899], Speed: 6.339 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.222,RPNAcc=0.987,RPNL1Loss=0.260,RCNNAcc=0.933,RCNNL1Loss=0.789 [Epoch 8][Batch 999], Speed: 5.843 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.222,RPNAcc=0.987,RPNL1Loss=0.260,RCNNAcc=0.933,RCNNL1Loss=0.789 [Epoch 8][Batch 1099], Speed: 5.731 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.221,RPNAcc=0.987,RPNL1Loss=0.260,RCNNAcc=0.933,RCNNL1Loss=0.789 [Epoch 8][Batch 1199], Speed: 5.992 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.221,RPNAcc=0.987,RPNL1Loss=0.260,RCNNAcc=0.933,RCNNL1Loss=0.789 [Epoch 8][Batch 1299], Speed: 5.992 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.221,RPNAcc=0.987,RPNL1Loss=0.260,RCNNAcc=0.933,RCNNL1Loss=0.788 [Epoch 8][Batch 1399], Speed: 6.633 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.221,RPNAcc=0.987,RPNL1Loss=0.260,RCNNAcc=0.933,RCNNL1Loss=0.788 [Epoch 8][Batch 1499], Speed: 6.337 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.221,RPNAcc=0.987,RPNL1Loss=0.260,RCNNAcc=0.933,RCNNL1Loss=0.788 [Epoch 8][Batch 1599], Speed: 6.856 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.222,RPNAcc=0.987,RPNL1Loss=0.260,RCNNAcc=0.933,RCNNL1Loss=0.788 [Epoch 8][Batch 1699], Speed: 5.570 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.221,RPNAcc=0.987,RPNL1Loss=0.260,RCNNAcc=0.933,RCNNL1Loss=0.788 [Epoch 8][Batch 1799], Speed: 5.783 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.221,RPNAcc=0.987,RPNL1Loss=0.260,RCNNAcc=0.933,RCNNL1Loss=0.788 [Epoch 8][Batch 1899], Speed: 5.689 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.221,RPNAcc=0.987,RPNL1Loss=0.260,RCNNAcc=0.933,RCNNL1Loss=0.788 [Epoch 8][Batch 1999], Speed: 6.001 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.221,RPNAcc=0.987,RPNL1Loss=0.260,RCNNAcc=0.934,RCNNL1Loss=0.788 [Epoch 8][Batch 2099], Speed: 6.052 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.221,RPNAcc=0.987,RPNL1Loss=0.260,RCNNAcc=0.934,RCNNL1Loss=0.788 [Epoch 8][Batch 2199], Speed: 6.592 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.221,RPNAcc=0.987,RPNL1Loss=0.260,RCNNAcc=0.934,RCNNL1Loss=0.787 [Epoch 8][Batch 2299], Speed: 6.215 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.221,RPNAcc=0.987,RPNL1Loss=0.260,RCNNAcc=0.934,RCNNL1Loss=0.787 [Epoch 8][Batch 2399], Speed: 6.430 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.221,RPNAcc=0.987,RPNL1Loss=0.260,RCNNAcc=0.934,RCNNL1Loss=0.787 [Epoch 8][Batch 2499], Speed: 5.638 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.221,RPNAcc=0.987,RPNL1Loss=0.260,RCNNAcc=0.934,RCNNL1Loss=0.787 [Epoch 8][Batch 2599], Speed: 6.213 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.221,RPNAcc=0.987,RPNL1Loss=0.259,RCNNAcc=0.934,RCNNL1Loss=0.787 [Epoch 8][Batch 2699], Speed: 6.356 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.221,RPNAcc=0.987,RPNL1Loss=0.259,RCNNAcc=0.934,RCNNL1Loss=0.787 [Epoch 8][Batch 2799], Speed: 6.445 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.221,RPNAcc=0.987,RPNL1Loss=0.259,RCNNAcc=0.934,RCNNL1Loss=0.787 [Epoch 8][Batch 2899], Speed: 5.398 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.222,RPNAcc=0.987,RPNL1Loss=0.259,RCNNAcc=0.934,RCNNL1Loss=0.787 [Epoch 8][Batch 2999], Speed: 5.752 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.222,RPNAcc=0.987,RPNL1Loss=0.259,RCNNAcc=0.934,RCNNL1Loss=0.787 [Epoch 8][Batch 3099], Speed: 5.875 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.222,RPNAcc=0.987,RPNL1Loss=0.259,RCNNAcc=0.934,RCNNL1Loss=0.787 [Epoch 8][Batch 3199], Speed: 6.228 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.259,RCNNAcc=0.934,RCNNL1Loss=0.786 [Epoch 8][Batch 3299], Speed: 6.296 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.259,RCNNAcc=0.934,RCNNL1Loss=0.786 [Epoch 8][Batch 3399], Speed: 6.157 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.259,RCNNAcc=0.934,RCNNL1Loss=0.786 [Epoch 8][Batch 3499], Speed: 5.722 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.259,RCNNAcc=0.934,RCNNL1Loss=0.786 [Epoch 8][Batch 3599], Speed: 5.890 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.259,RCNNAcc=0.934,RCNNL1Loss=0.786 [Epoch 8][Batch 3699], Speed: 5.741 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.259,RCNNAcc=0.934,RCNNL1Loss=0.786 [Epoch 8][Batch 3799], Speed: 5.653 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.259,RCNNAcc=0.934,RCNNL1Loss=0.786 [Epoch 8][Batch 3899], Speed: 5.912 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.259,RCNNAcc=0.934,RCNNL1Loss=0.786 [Epoch 8][Batch 3999], Speed: 5.677 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.259,RCNNAcc=0.934,RCNNL1Loss=0.786 [Epoch 8][Batch 4099], Speed: 5.775 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.259,RCNNAcc=0.934,RCNNL1Loss=0.785 [Epoch 8][Batch 4199], Speed: 5.705 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.259,RCNNAcc=0.934,RCNNL1Loss=0.785 [Epoch 8][Batch 4299], Speed: 6.030 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.259,RCNNAcc=0.934,RCNNL1Loss=0.785 [Epoch 8][Batch 4399], Speed: 5.583 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.259,RCNNAcc=0.934,RCNNL1Loss=0.785 [Epoch 8][Batch 4499], Speed: 5.618 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.259,RCNNAcc=0.934,RCNNL1Loss=0.785 [Epoch 8][Batch 4599], Speed: 6.634 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.259,RCNNAcc=0.934,RCNNL1Loss=0.785 [Epoch 8][Batch 4699], Speed: 5.581 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.259,RCNNAcc=0.934,RCNNL1Loss=0.785 [Epoch 8][Batch 4799], Speed: 5.718 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.259,RCNNAcc=0.934,RCNNL1Loss=0.785 [Epoch 8][Batch 4899], Speed: 5.774 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.259,RCNNAcc=0.934,RCNNL1Loss=0.785 [Epoch 8][Batch 4999], Speed: 5.526 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.259,RCNNAcc=0.934,RCNNL1Loss=0.785 [Epoch 8][Batch 5099], Speed: 5.638 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.259,RCNNAcc=0.934,RCNNL1Loss=0.785 [Epoch 8][Batch 5199], Speed: 5.888 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.259,RCNNAcc=0.934,RCNNL1Loss=0.784 [Epoch 8][Batch 5299], Speed: 6.068 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.259,RCNNAcc=0.934,RCNNL1Loss=0.784 [Epoch 8][Batch 5399], Speed: 5.548 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.259,RCNNAcc=0.934,RCNNL1Loss=0.784 [Epoch 8][Batch 5499], Speed: 6.028 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.259,RCNNAcc=0.934,RCNNL1Loss=0.784 [Epoch 8][Batch 5599], Speed: 5.785 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.259,RCNNAcc=0.934,RCNNL1Loss=0.784 [Epoch 8][Batch 5699], Speed: 6.187 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.259,RCNNAcc=0.934,RCNNL1Loss=0.784 [Epoch 8][Batch 5799], Speed: 5.951 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.259,RCNNAcc=0.934,RCNNL1Loss=0.784 [Epoch 8][Batch 5899], Speed: 5.906 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.258,RCNNAcc=0.934,RCNNL1Loss=0.784 [Epoch 8][Batch 5999], Speed: 5.758 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.258,RCNNAcc=0.934,RCNNL1Loss=0.784 [Epoch 8][Batch 6099], Speed: 5.905 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.258,RCNNAcc=0.934,RCNNL1Loss=0.784 [Epoch 8][Batch 6199], Speed: 6.100 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.258,RCNNAcc=0.934,RCNNL1Loss=0.783 [Epoch 8][Batch 6299], Speed: 5.706 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.258,RCNNAcc=0.934,RCNNL1Loss=0.783 [Epoch 8][Batch 6399], Speed: 5.945 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.258,RCNNAcc=0.934,RCNNL1Loss=0.783 [Epoch 8][Batch 6499], Speed: 6.179 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.258,RCNNAcc=0.934,RCNNL1Loss=0.783 [Epoch 8][Batch 6599], Speed: 5.243 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.258,RCNNAcc=0.934,RCNNL1Loss=0.783 [Epoch 8][Batch 6699], Speed: 5.632 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.258,RCNNAcc=0.934,RCNNL1Loss=0.783 [Epoch 8][Batch 6799], Speed: 6.091 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.258,RCNNAcc=0.934,RCNNL1Loss=0.783 [Epoch 8][Batch 6899], Speed: 5.893 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.258,RCNNAcc=0.934,RCNNL1Loss=0.783 [Epoch 8][Batch 6999], Speed: 6.042 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.258,RCNNAcc=0.934,RCNNL1Loss=0.783 [Epoch 8][Batch 7099], Speed: 6.309 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.258,RCNNAcc=0.934,RCNNL1Loss=0.783 [Epoch 8][Batch 7199], Speed: 5.753 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.258,RCNNAcc=0.934,RCNNL1Loss=0.783 [Epoch 8][Batch 7299], Speed: 5.864 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.258,RCNNAcc=0.934,RCNNL1Loss=0.782 [Epoch 8][Batch 7399], Speed: 6.059 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.258,RCNNAcc=0.934,RCNNL1Loss=0.782 [Epoch 8][Batch 7499], Speed: 5.767 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.258,RCNNAcc=0.934,RCNNL1Loss=0.782 [Epoch 8][Batch 7599], Speed: 6.068 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.258,RCNNAcc=0.934,RCNNL1Loss=0.782 [Epoch 8][Batch 7699], Speed: 6.068 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.258,RCNNAcc=0.934,RCNNL1Loss=0.782 [Epoch 8][Batch 7799], Speed: 5.979 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.258,RCNNAcc=0.934,RCNNL1Loss=0.782 [Epoch 8][Batch 7899], Speed: 5.599 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.258,RCNNAcc=0.934,RCNNL1Loss=0.782 [Epoch 8][Batch 7999], Speed: 5.544 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.258,RCNNAcc=0.934,RCNNL1Loss=0.782 [Epoch 8][Batch 8099], Speed: 6.064 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.258,RCNNAcc=0.934,RCNNL1Loss=0.782 [Epoch 8][Batch 8199], Speed: 5.488 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.258,RCNNAcc=0.934,RCNNL1Loss=0.782 [Epoch 8][Batch 8299], Speed: 6.181 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.258,RCNNAcc=0.934,RCNNL1Loss=0.782 [Epoch 8][Batch 8399], Speed: 6.136 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.258,RCNNAcc=0.934,RCNNL1Loss=0.781 [Epoch 8][Batch 8499], Speed: 5.936 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.258,RCNNAcc=0.934,RCNNL1Loss=0.781 [Epoch 8][Batch 8599], Speed: 6.164 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.258,RCNNAcc=0.934,RCNNL1Loss=0.781 [Epoch 8][Batch 8699], Speed: 5.487 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.258,RCNNAcc=0.934,RCNNL1Loss=0.781 [Epoch 8][Batch 8799], Speed: 5.952 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.258,RCNNAcc=0.934,RCNNL1Loss=0.781 [Epoch 8][Batch 8899], Speed: 5.880 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.258,RCNNAcc=0.934,RCNNL1Loss=0.781 [Epoch 8][Batch 8999], Speed: 6.000 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.258,RCNNAcc=0.934,RCNNL1Loss=0.781 [Epoch 8][Batch 9099], Speed: 6.135 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.258,RCNNAcc=0.934,RCNNL1Loss=0.781 [Epoch 8][Batch 9199], Speed: 6.058 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.258,RCNNAcc=0.934,RCNNL1Loss=0.781 [Epoch 8][Batch 9299], Speed: 5.809 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.258,RCNNAcc=0.934,RCNNL1Loss=0.781 [Epoch 8][Batch 9399], Speed: 6.092 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.257,RCNNAcc=0.934,RCNNL1Loss=0.781 [Epoch 8][Batch 9499], Speed: 5.506 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.257,RCNNAcc=0.934,RCNNL1Loss=0.780 [Epoch 8][Batch 9599], Speed: 5.934 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.257,RCNNAcc=0.934,RCNNL1Loss=0.780 [Epoch 8][Batch 9699], Speed: 5.635 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.257,RCNNAcc=0.934,RCNNL1Loss=0.780 [Epoch 8][Batch 9799], Speed: 6.214 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.257,RCNNAcc=0.934,RCNNL1Loss=0.780 [Epoch 8][Batch 9899], Speed: 6.084 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.257,RCNNAcc=0.934,RCNNL1Loss=0.780 [Epoch 8][Batch 9999], Speed: 6.208 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.257,RCNNAcc=0.934,RCNNL1Loss=0.780 [Epoch 8][Batch 10099], Speed: 5.790 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.257,RCNNAcc=0.934,RCNNL1Loss=0.780 [Epoch 8][Batch 10199], Speed: 5.604 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.257,RCNNAcc=0.934,RCNNL1Loss=0.780 [Epoch 8][Batch 10299], Speed: 5.852 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.257,RCNNAcc=0.934,RCNNL1Loss=0.780 [Epoch 8][Batch 10399], Speed: 6.180 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.257,RCNNAcc=0.934,RCNNL1Loss=0.780 [Epoch 8][Batch 10499], Speed: 6.183 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.257,RCNNAcc=0.934,RCNNL1Loss=0.780 [Epoch 8][Batch 10599], Speed: 6.079 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.257,RCNNAcc=0.934,RCNNL1Loss=0.779 [Epoch 8][Batch 10699], Speed: 5.869 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.257,RCNNAcc=0.934,RCNNL1Loss=0.779 [Epoch 8][Batch 10799], Speed: 5.633 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.257,RCNNAcc=0.934,RCNNL1Loss=0.779 [Epoch 8][Batch 10899], Speed: 6.010 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.257,RCNNAcc=0.934,RCNNL1Loss=0.779 [Epoch 8][Batch 10999], Speed: 6.393 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.257,RCNNAcc=0.934,RCNNL1Loss=0.779 [Epoch 8][Batch 11099], Speed: 5.848 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.257,RCNNAcc=0.934,RCNNL1Loss=0.779 [Epoch 8][Batch 11199], Speed: 6.087 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.257,RCNNAcc=0.934,RCNNL1Loss=0.779 [Epoch 8][Batch 11299], Speed: 5.355 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.257,RCNNAcc=0.934,RCNNL1Loss=0.779 [Epoch 8][Batch 11399], Speed: 6.154 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.257,RCNNAcc=0.934,RCNNL1Loss=0.779 [Epoch 8][Batch 11499], Speed: 6.028 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.257,RCNNAcc=0.934,RCNNL1Loss=0.779 [Epoch 8][Batch 11599], Speed: 5.938 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.257,RCNNAcc=0.934,RCNNL1Loss=0.779 [Epoch 8][Batch 11699], Speed: 5.885 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.257,RCNNAcc=0.934,RCNNL1Loss=0.779 [Epoch 8][Batch 11799], Speed: 5.713 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.257,RCNNAcc=0.934,RCNNL1Loss=0.778 [Epoch 8][Batch 11899], Speed: 6.229 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.257,RCNNAcc=0.934,RCNNL1Loss=0.778 [Epoch 8][Batch 11999], Speed: 5.686 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.224,RPNAcc=0.987,RPNL1Loss=0.257,RCNNAcc=0.934,RCNNL1Loss=0.778 [Epoch 8][Batch 12099], Speed: 5.347 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.257,RCNNAcc=0.934,RCNNL1Loss=0.778 [Epoch 8][Batch 12199], Speed: 6.289 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.257,RCNNAcc=0.934,RCNNL1Loss=0.778 [Epoch 8][Batch 12299], Speed: 6.205 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.257,RCNNAcc=0.934,RCNNL1Loss=0.778 [Epoch 8][Batch 12399], Speed: 5.465 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.257,RCNNAcc=0.934,RCNNL1Loss=0.778 [Epoch 8][Batch 12499], Speed: 6.230 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.257,RCNNAcc=0.934,RCNNL1Loss=0.778 [Epoch 8][Batch 12599], Speed: 6.282 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.257,RCNNAcc=0.934,RCNNL1Loss=0.778 [Epoch 8][Batch 12699], Speed: 5.702 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.257,RCNNAcc=0.934,RCNNL1Loss=0.778 [Epoch 8][Batch 12799], Speed: 5.780 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.257,RCNNAcc=0.934,RCNNL1Loss=0.778 [Epoch 8][Batch 12899], Speed: 5.313 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.257,RCNNAcc=0.934,RCNNL1Loss=0.778 [Epoch 8][Batch 12999], Speed: 5.853 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.257,RCNNAcc=0.934,RCNNL1Loss=0.777 [Epoch 8][Batch 13099], Speed: 5.468 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.257,RCNNAcc=0.934,RCNNL1Loss=0.777 [Epoch 8][Batch 13199], Speed: 5.835 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.257,RCNNAcc=0.934,RCNNL1Loss=0.777 [Epoch 8][Batch 13299], Speed: 6.265 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.256,RCNNAcc=0.934,RCNNL1Loss=0.777 [Epoch 8][Batch 13399], Speed: 6.085 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.256,RCNNAcc=0.934,RCNNL1Loss=0.777 [Epoch 8][Batch 13499], Speed: 6.132 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.256,RCNNAcc=0.934,RCNNL1Loss=0.777 [Epoch 8][Batch 13599], Speed: 5.925 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.256,RCNNAcc=0.934,RCNNL1Loss=0.777 [Epoch 8][Batch 13699], Speed: 6.001 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.256,RCNNAcc=0.934,RCNNL1Loss=0.777 [Epoch 8][Batch 13799], Speed: 5.696 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.256,RCNNAcc=0.934,RCNNL1Loss=0.777 [Epoch 8][Batch 13899], Speed: 6.154 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.256,RCNNAcc=0.934,RCNNL1Loss=0.777 [Epoch 8][Batch 13999], Speed: 6.234 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.256,RCNNAcc=0.934,RCNNL1Loss=0.777 [Epoch 8][Batch 14099], Speed: 6.472 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.256,RCNNAcc=0.934,RCNNL1Loss=0.777 [Epoch 8][Batch 14199], Speed: 5.633 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.256,RCNNAcc=0.934,RCNNL1Loss=0.776 [Epoch 8][Batch 14299], Speed: 6.018 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.256,RCNNAcc=0.934,RCNNL1Loss=0.776 [Epoch 8][Batch 14399], Speed: 5.810 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.256,RCNNAcc=0.934,RCNNL1Loss=0.776 [Epoch 8][Batch 14499], Speed: 5.848 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.256,RCNNAcc=0.934,RCNNL1Loss=0.776 [Epoch 8][Batch 14599], Speed: 6.067 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.223,RPNAcc=0.987,RPNL1Loss=0.256,RCNNAcc=0.934,RCNNL1Loss=0.776 [Epoch 8] Training cost: 19745.254, RPN_Conf=0.028,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.223 [Epoch 8] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.381 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.591 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.415 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.244 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.420 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.482 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.315 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.513 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.544 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.382 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.583 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.654 person=52.3 bicycle=28.2 car=42.1 motorcycle=42.1 airplane=58.2 bus=60.0 train=58.0 truck=30.8 boat=24.5 traffic light=21.6 fire hydrant=61.5 stop sign=60.3 parking meter=47.5 bench=22.7 bird=32.5 cat=61.9 dog=53.2 horse=49.4 sheep=47.4 cow=54.7 elephant=58.7 bear=61.0 zebra=60.0 giraffe=57.9 backpack=12.9 umbrella=36.4 handbag=15.5 tie=31.5 suitcase=35.7 frisbee=65.1 skis=21.9 snowboard=42.5 sports ball=40.2 kite=39.3 baseball bat=29.0 baseball glove=35.9 skateboard=48.8 surfboard=37.1 tennis racket=45.1 bottle=38.4 wine glass=33.8 cup=42.8 fork=32.6 knife=18.8 spoon=17.8 bowl=37.3 banana=24.0 apple=12.8 sandwich=30.7 orange=22.0 broccoli=18.4 carrot=19.6 hot dog=24.1 pizza=49.4 donut=47.7 cake=30.6 chair=26.5 couch=37.8 potted plant=26.0 bed=33.8 dining table=23.3 toilet=55.6 tv=53.0 laptop=57.2 mouse=56.9 remote=30.7 keyboard=46.1 cell phone=32.7 microwave=53.7 oven=31.3 toaster=34.0 sink=35.2 refrigerator=50.8 book=14.0 clock=48.1 vase=29.6 scissors=20.1 teddy bear=41.5 hair drier=1.7 toothbrush=21.3 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =38.1 [Epoch 8] mAP 38.1 higher than current best [37.6] saving to faster_rcnn_fpn_syncbn_resnest269_coco_best.params [Epoch 8] Saving parameters to faster_rcnn_fpn_syncbn_resnest269_coco_0008_38.1000.params [Epoch 9][Batch 99], Speed: 6.452 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.220,RPNAcc=0.987,RPNL1Loss=0.256,RCNNAcc=0.934,RCNNL1Loss=0.776 [Epoch 9][Batch 199], Speed: 6.642 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.217,RPNAcc=0.987,RPNL1Loss=0.256,RCNNAcc=0.934,RCNNL1Loss=0.776 [Epoch 9][Batch 299], Speed: 5.469 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.217,RPNAcc=0.987,RPNL1Loss=0.256,RCNNAcc=0.934,RCNNL1Loss=0.776 [Epoch 9][Batch 399], Speed: 5.829 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.218,RPNAcc=0.987,RPNL1Loss=0.256,RCNNAcc=0.934,RCNNL1Loss=0.776 [Epoch 9][Batch 499], Speed: 6.094 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.219,RPNAcc=0.987,RPNL1Loss=0.256,RCNNAcc=0.934,RCNNL1Loss=0.776 [Epoch 9][Batch 599], Speed: 5.595 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.220,RPNAcc=0.987,RPNL1Loss=0.256,RCNNAcc=0.934,RCNNL1Loss=0.775 [Epoch 9][Batch 699], Speed: 6.201 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.219,RPNAcc=0.987,RPNL1Loss=0.256,RCNNAcc=0.934,RCNNL1Loss=0.775 [Epoch 9][Batch 799], Speed: 5.730 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.219,RPNAcc=0.987,RPNL1Loss=0.256,RCNNAcc=0.934,RCNNL1Loss=0.775 [Epoch 9][Batch 899], Speed: 6.044 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.219,RPNAcc=0.987,RPNL1Loss=0.256,RCNNAcc=0.934,RCNNL1Loss=0.775 [Epoch 9][Batch 999], Speed: 6.825 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.217,RPNAcc=0.987,RPNL1Loss=0.256,RCNNAcc=0.934,RCNNL1Loss=0.775 [Epoch 9][Batch 1099], Speed: 6.490 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.217,RPNAcc=0.987,RPNL1Loss=0.256,RCNNAcc=0.934,RCNNL1Loss=0.775 [Epoch 9][Batch 1199], Speed: 6.250 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.217,RPNAcc=0.987,RPNL1Loss=0.256,RCNNAcc=0.934,RCNNL1Loss=0.775 [Epoch 9][Batch 1299], Speed: 5.497 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.217,RPNAcc=0.987,RPNL1Loss=0.256,RCNNAcc=0.934,RCNNL1Loss=0.775 [Epoch 9][Batch 1399], Speed: 5.948 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.217,RPNAcc=0.987,RPNL1Loss=0.256,RCNNAcc=0.934,RCNNL1Loss=0.775 [Epoch 9][Batch 1499], Speed: 6.260 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.217,RPNAcc=0.987,RPNL1Loss=0.256,RCNNAcc=0.934,RCNNL1Loss=0.775 [Epoch 9][Batch 1599], Speed: 6.280 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.218,RPNAcc=0.987,RPNL1Loss=0.256,RCNNAcc=0.934,RCNNL1Loss=0.775 [Epoch 9][Batch 1699], Speed: 5.924 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.218,RPNAcc=0.987,RPNL1Loss=0.256,RCNNAcc=0.934,RCNNL1Loss=0.774 [Epoch 9][Batch 1799], Speed: 5.942 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.219,RPNAcc=0.987,RPNL1Loss=0.256,RCNNAcc=0.934,RCNNL1Loss=0.774 [Epoch 9][Batch 1899], Speed: 6.313 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.218,RPNAcc=0.987,RPNL1Loss=0.256,RCNNAcc=0.934,RCNNL1Loss=0.774 [Epoch 9][Batch 1999], Speed: 5.303 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.218,RPNAcc=0.987,RPNL1Loss=0.256,RCNNAcc=0.934,RCNNL1Loss=0.774 [Epoch 9][Batch 2099], Speed: 5.790 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.219,RPNAcc=0.987,RPNL1Loss=0.256,RCNNAcc=0.934,RCNNL1Loss=0.774 [Epoch 9][Batch 2199], Speed: 5.948 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.219,RPNAcc=0.987,RPNL1Loss=0.255,RCNNAcc=0.934,RCNNL1Loss=0.774 [Epoch 9][Batch 2299], Speed: 5.755 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.219,RPNAcc=0.987,RPNL1Loss=0.255,RCNNAcc=0.934,RCNNL1Loss=0.774 [Epoch 9][Batch 2399], Speed: 6.009 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.219,RPNAcc=0.987,RPNL1Loss=0.255,RCNNAcc=0.934,RCNNL1Loss=0.774 [Epoch 9][Batch 2499], Speed: 6.133 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.219,RPNAcc=0.987,RPNL1Loss=0.255,RCNNAcc=0.934,RCNNL1Loss=0.774 [Epoch 9][Batch 2599], Speed: 6.046 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.219,RPNAcc=0.987,RPNL1Loss=0.255,RCNNAcc=0.934,RCNNL1Loss=0.774 [Epoch 9][Batch 2699], Speed: 6.374 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.219,RPNAcc=0.987,RPNL1Loss=0.255,RCNNAcc=0.934,RCNNL1Loss=0.774 [Epoch 9][Batch 2799], Speed: 5.118 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.219,RPNAcc=0.987,RPNL1Loss=0.255,RCNNAcc=0.934,RCNNL1Loss=0.773 [Epoch 9][Batch 2899], Speed: 6.054 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.219,RPNAcc=0.987,RPNL1Loss=0.255,RCNNAcc=0.934,RCNNL1Loss=0.773 [Epoch 9][Batch 2999], Speed: 5.732 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.219,RPNAcc=0.987,RPNL1Loss=0.255,RCNNAcc=0.934,RCNNL1Loss=0.773 [Epoch 9][Batch 3099], Speed: 6.219 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.219,RPNAcc=0.987,RPNL1Loss=0.255,RCNNAcc=0.934,RCNNL1Loss=0.773 [Epoch 9][Batch 3199], Speed: 5.995 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.219,RPNAcc=0.987,RPNL1Loss=0.255,RCNNAcc=0.934,RCNNL1Loss=0.773 [Epoch 9][Batch 3299], Speed: 6.116 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.220,RPNAcc=0.987,RPNL1Loss=0.255,RCNNAcc=0.934,RCNNL1Loss=0.773 [Epoch 9][Batch 3399], Speed: 5.693 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.220,RPNAcc=0.987,RPNL1Loss=0.255,RCNNAcc=0.934,RCNNL1Loss=0.773 [Epoch 9][Batch 3499], Speed: 6.178 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.220,RPNAcc=0.987,RPNL1Loss=0.255,RCNNAcc=0.934,RCNNL1Loss=0.773 [Epoch 9][Batch 3599], Speed: 5.866 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.219,RPNAcc=0.987,RPNL1Loss=0.255,RCNNAcc=0.934,RCNNL1Loss=0.773 [Epoch 9][Batch 3699], Speed: 5.830 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.219,RPNAcc=0.987,RPNL1Loss=0.255,RCNNAcc=0.934,RCNNL1Loss=0.773 [Epoch 9][Batch 3799], Speed: 6.110 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.219,RPNAcc=0.987,RPNL1Loss=0.255,RCNNAcc=0.934,RCNNL1Loss=0.773 [Epoch 9][Batch 3899], Speed: 5.931 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.220,RPNAcc=0.987,RPNL1Loss=0.255,RCNNAcc=0.934,RCNNL1Loss=0.772 [Epoch 9][Batch 3999], Speed: 5.886 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.220,RPNAcc=0.987,RPNL1Loss=0.255,RCNNAcc=0.935,RCNNL1Loss=0.772 [Epoch 9][Batch 4099], Speed: 5.601 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.220,RPNAcc=0.987,RPNL1Loss=0.255,RCNNAcc=0.935,RCNNL1Loss=0.772 [Epoch 9][Batch 4199], Speed: 5.689 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.220,RPNAcc=0.987,RPNL1Loss=0.255,RCNNAcc=0.935,RCNNL1Loss=0.772 [Epoch 9][Batch 4299], Speed: 6.614 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.220,RPNAcc=0.987,RPNL1Loss=0.255,RCNNAcc=0.935,RCNNL1Loss=0.772 [Epoch 9][Batch 4399], Speed: 5.572 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.220,RPNAcc=0.987,RPNL1Loss=0.255,RCNNAcc=0.935,RCNNL1Loss=0.772 [Epoch 9][Batch 4499], Speed: 5.850 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.220,RPNAcc=0.987,RPNL1Loss=0.255,RCNNAcc=0.935,RCNNL1Loss=0.772 [Epoch 9][Batch 4599], Speed: 5.992 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.220,RPNAcc=0.987,RPNL1Loss=0.255,RCNNAcc=0.935,RCNNL1Loss=0.772 [Epoch 9][Batch 4699], Speed: 6.054 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.220,RPNAcc=0.987,RPNL1Loss=0.255,RCNNAcc=0.935,RCNNL1Loss=0.772 [Epoch 9][Batch 4799], Speed: 5.582 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.220,RPNAcc=0.987,RPNL1Loss=0.255,RCNNAcc=0.935,RCNNL1Loss=0.772 [Epoch 9][Batch 4899], Speed: 5.669 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.220,RPNAcc=0.987,RPNL1Loss=0.255,RCNNAcc=0.935,RCNNL1Loss=0.772 [Epoch 9][Batch 4999], Speed: 6.319 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.220,RPNAcc=0.987,RPNL1Loss=0.255,RCNNAcc=0.935,RCNNL1Loss=0.771 [Epoch 9][Batch 5099], Speed: 5.730 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.220,RPNAcc=0.987,RPNL1Loss=0.255,RCNNAcc=0.935,RCNNL1Loss=0.771 [Epoch 9][Batch 5199], Speed: 6.277 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.220,RPNAcc=0.987,RPNL1Loss=0.255,RCNNAcc=0.935,RCNNL1Loss=0.771 [Epoch 9][Batch 5299], Speed: 6.246 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.255,RCNNAcc=0.935,RCNNL1Loss=0.771 [Epoch 9][Batch 5399], Speed: 5.572 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.255,RCNNAcc=0.935,RCNNL1Loss=0.771 [Epoch 9][Batch 5499], Speed: 5.778 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.255,RCNNAcc=0.935,RCNNL1Loss=0.771 [Epoch 9][Batch 5599], Speed: 5.819 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.255,RCNNAcc=0.935,RCNNL1Loss=0.771 [Epoch 9][Batch 5699], Speed: 6.160 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.255,RCNNAcc=0.935,RCNNL1Loss=0.771 [Epoch 9][Batch 5799], Speed: 5.945 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.255,RCNNAcc=0.935,RCNNL1Loss=0.771 [Epoch 9][Batch 5899], Speed: 5.713 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.255,RCNNAcc=0.935,RCNNL1Loss=0.771 [Epoch 9][Batch 5999], Speed: 5.548 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.255,RCNNAcc=0.935,RCNNL1Loss=0.771 [Epoch 9][Batch 6099], Speed: 5.919 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.771 [Epoch 9][Batch 6199], Speed: 5.227 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.770 [Epoch 9][Batch 6299], Speed: 6.120 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.770 [Epoch 9][Batch 6399], Speed: 5.290 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.770 [Epoch 9][Batch 6499], Speed: 5.531 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.770 [Epoch 9][Batch 6599], Speed: 6.511 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.770 [Epoch 9][Batch 6699], Speed: 5.628 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.770 [Epoch 9][Batch 6799], Speed: 6.190 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.770 [Epoch 9][Batch 6899], Speed: 6.332 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.770 [Epoch 9][Batch 6999], Speed: 5.842 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.770 [Epoch 9][Batch 7099], Speed: 5.883 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.770 [Epoch 9][Batch 7199], Speed: 5.642 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.770 [Epoch 9][Batch 7299], Speed: 5.839 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.770 [Epoch 9][Batch 7399], Speed: 5.798 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.769 [Epoch 9][Batch 7499], Speed: 6.107 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.769 [Epoch 9][Batch 7599], Speed: 5.690 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.769 [Epoch 9][Batch 7699], Speed: 5.842 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.769 [Epoch 9][Batch 7799], Speed: 5.355 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.769 [Epoch 9][Batch 7899], Speed: 5.864 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.769 [Epoch 9][Batch 7999], Speed: 6.089 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.769 [Epoch 9][Batch 8099], Speed: 5.950 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.769 [Epoch 9][Batch 8199], Speed: 5.971 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.769 [Epoch 9][Batch 8299], Speed: 5.842 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.769 [Epoch 9][Batch 8399], Speed: 5.634 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.769 [Epoch 9][Batch 8499], Speed: 5.934 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.769 [Epoch 9][Batch 8599], Speed: 6.108 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.769 [Epoch 9][Batch 8699], Speed: 5.844 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.768 [Epoch 9][Batch 8799], Speed: 5.839 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.768 [Epoch 9][Batch 8899], Speed: 6.457 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.768 [Epoch 9][Batch 8999], Speed: 4.955 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.768 [Epoch 9][Batch 9099], Speed: 5.818 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.768 [Epoch 9][Batch 9199], Speed: 5.741 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.768 [Epoch 9][Batch 9299], Speed: 5.614 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.768 [Epoch 9][Batch 9399], Speed: 6.047 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.768 [Epoch 9][Batch 9499], Speed: 5.890 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.768 [Epoch 9][Batch 9599], Speed: 5.435 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.768 [Epoch 9][Batch 9699], Speed: 5.803 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.768 [Epoch 9][Batch 9799], Speed: 5.604 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.768 [Epoch 9][Batch 9899], Speed: 5.774 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.219,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.768 [Epoch 9][Batch 9999], Speed: 6.275 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.219,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.767 [Epoch 9][Batch 10099], Speed: 5.370 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.767 [Epoch 9][Batch 10199], Speed: 6.136 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.767 [Epoch 9][Batch 10299], Speed: 6.544 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.767 [Epoch 9][Batch 10399], Speed: 5.638 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.254,RCNNAcc=0.935,RCNNL1Loss=0.767 [Epoch 9][Batch 10499], Speed: 6.144 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.767 [Epoch 9][Batch 10599], Speed: 5.533 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.767 [Epoch 9][Batch 10699], Speed: 5.860 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.767 [Epoch 9][Batch 10799], Speed: 6.171 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.219,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.767 [Epoch 9][Batch 10899], Speed: 5.897 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.219,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.767 [Epoch 9][Batch 10999], Speed: 6.085 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.219,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.767 [Epoch 9][Batch 11099], Speed: 6.264 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.767 [Epoch 9][Batch 11199], Speed: 5.333 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.767 [Epoch 9][Batch 11299], Speed: 6.290 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.767 [Epoch 9][Batch 11399], Speed: 5.891 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.766 [Epoch 9][Batch 11499], Speed: 6.303 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.766 [Epoch 9][Batch 11599], Speed: 5.791 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.766 [Epoch 9][Batch 11699], Speed: 5.419 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.766 [Epoch 9][Batch 11799], Speed: 6.447 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.766 [Epoch 9][Batch 11899], Speed: 5.441 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.766 [Epoch 9][Batch 11999], Speed: 6.381 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.766 [Epoch 9][Batch 12099], Speed: 5.564 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.766 [Epoch 9][Batch 12199], Speed: 5.784 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.766 [Epoch 9][Batch 12299], Speed: 5.951 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.766 [Epoch 9][Batch 12399], Speed: 6.147 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.766 [Epoch 9][Batch 12499], Speed: 6.225 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.766 [Epoch 9][Batch 12599], Speed: 5.974 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.766 [Epoch 9][Batch 12699], Speed: 5.620 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.766 [Epoch 9][Batch 12799], Speed: 6.210 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.766 [Epoch 9][Batch 12899], Speed: 5.935 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.765 [Epoch 9][Batch 12999], Speed: 5.819 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.765 [Epoch 9][Batch 13099], Speed: 5.867 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.765 [Epoch 9][Batch 13199], Speed: 5.735 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.765 [Epoch 9][Batch 13299], Speed: 5.713 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.765 [Epoch 9][Batch 13399], Speed: 5.836 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.765 [Epoch 9][Batch 13499], Speed: 5.909 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.765 [Epoch 9][Batch 13599], Speed: 6.053 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.765 [Epoch 9][Batch 13699], Speed: 5.902 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.765 [Epoch 9][Batch 13799], Speed: 5.901 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.765 [Epoch 9][Batch 13899], Speed: 5.703 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.765 [Epoch 9][Batch 13999], Speed: 5.927 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.765 [Epoch 9][Batch 14099], Speed: 5.922 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.765 [Epoch 9][Batch 14199], Speed: 5.930 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.765 [Epoch 9][Batch 14299], Speed: 5.662 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.764 [Epoch 9][Batch 14399], Speed: 5.614 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.764 [Epoch 9][Batch 14499], Speed: 5.939 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.764 [Epoch 9][Batch 14599], Speed: 6.494 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.220,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.764 [Epoch 9] Training cost: 19904.499, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.220 [Epoch 9] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.373 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.583 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.406 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.244 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.421 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.477 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.313 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.508 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.537 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.354 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.582 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.667 person=53.0 bicycle=26.1 car=42.1 motorcycle=40.0 airplane=60.4 bus=60.2 train=55.6 truck=29.4 boat=22.9 traffic light=25.3 fire hydrant=62.8 stop sign=59.7 parking meter=42.2 bench=22.9 bird=33.6 cat=60.8 dog=51.2 horse=53.1 sheep=46.2 cow=49.9 elephant=53.3 bear=54.6 zebra=55.2 giraffe=60.1 backpack=13.7 umbrella=35.5 handbag=13.8 tie=32.7 suitcase=29.8 frisbee=62.8 skis=22.2 snowboard=31.9 sports ball=40.4 kite=34.1 baseball bat=27.6 baseball glove=36.6 skateboard=51.4 surfboard=35.8 tennis racket=45.8 bottle=39.4 wine glass=32.9 cup=41.7 fork=34.5 knife=17.7 spoon=15.0 bowl=35.8 banana=22.4 apple=14.0 sandwich=23.3 orange=26.7 broccoli=16.6 carrot=15.5 hot dog=32.9 pizza=46.4 donut=40.1 cake=32.3 chair=25.3 couch=37.4 potted plant=24.8 bed=30.7 dining table=22.3 toilet=49.6 tv=50.2 laptop=56.5 mouse=57.3 remote=30.0 keyboard=49.8 cell phone=31.5 microwave=55.1 oven=33.6 toaster=29.5 sink=35.4 refrigerator=48.7 book=13.9 clock=45.9 vase=36.1 scissors=27.4 teddy bear=38.7 hair drier=7.7 toothbrush=24.1 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =37.3 [Epoch 9] Saving parameters to faster_rcnn_fpn_syncbn_resnest269_coco_0009_37.3000.params [Epoch 10][Batch 99], Speed: 6.371 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.764 [Epoch 10][Batch 199], Speed: 6.810 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.764 [Epoch 10][Batch 299], Speed: 5.911 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.764 [Epoch 10][Batch 399], Speed: 5.990 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.764 [Epoch 10][Batch 499], Speed: 6.137 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.253,RCNNAcc=0.935,RCNNL1Loss=0.764 [Epoch 10][Batch 599], Speed: 5.882 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.764 [Epoch 10][Batch 699], Speed: 6.342 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.764 [Epoch 10][Batch 799], Speed: 5.845 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.764 [Epoch 10][Batch 899], Speed: 6.036 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.763 [Epoch 10][Batch 999], Speed: 6.074 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.763 [Epoch 10][Batch 1099], Speed: 6.161 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.763 [Epoch 10][Batch 1199], Speed: 5.871 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.763 [Epoch 10][Batch 1299], Speed: 5.883 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.763 [Epoch 10][Batch 1399], Speed: 6.089 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.763 [Epoch 10][Batch 1499], Speed: 5.606 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.763 [Epoch 10][Batch 1599], Speed: 5.341 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.763 [Epoch 10][Batch 1699], Speed: 5.758 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.763 [Epoch 10][Batch 1799], Speed: 5.790 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.763 [Epoch 10][Batch 1899], Speed: 5.669 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.763 [Epoch 10][Batch 1999], Speed: 6.077 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.763 [Epoch 10][Batch 2099], Speed: 5.953 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.762 [Epoch 10][Batch 2199], Speed: 5.646 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.762 [Epoch 10][Batch 2299], Speed: 5.911 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.762 [Epoch 10][Batch 2399], Speed: 6.193 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.762 [Epoch 10][Batch 2499], Speed: 5.505 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.762 [Epoch 10][Batch 2599], Speed: 6.223 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.762 [Epoch 10][Batch 2699], Speed: 5.580 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.762 [Epoch 10][Batch 2799], Speed: 6.305 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.762 [Epoch 10][Batch 2899], Speed: 5.629 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.762 [Epoch 10][Batch 2999], Speed: 6.202 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.762 [Epoch 10][Batch 3099], Speed: 6.038 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.762 [Epoch 10][Batch 3199], Speed: 6.346 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.762 [Epoch 10][Batch 3299], Speed: 5.537 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.762 [Epoch 10][Batch 3399], Speed: 6.618 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.761 [Epoch 10][Batch 3499], Speed: 5.944 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.761 [Epoch 10][Batch 3599], Speed: 5.532 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.761 [Epoch 10][Batch 3699], Speed: 6.289 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.761 [Epoch 10][Batch 3799], Speed: 5.409 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.761 [Epoch 10][Batch 3899], Speed: 5.625 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.761 [Epoch 10][Batch 3999], Speed: 6.165 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.761 [Epoch 10][Batch 4099], Speed: 5.544 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.761 [Epoch 10][Batch 4199], Speed: 5.772 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.761 [Epoch 10][Batch 4299], Speed: 6.042 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.761 [Epoch 10][Batch 4399], Speed: 5.585 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.761 [Epoch 10][Batch 4499], Speed: 6.532 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.761 [Epoch 10][Batch 4599], Speed: 5.436 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.761 [Epoch 10][Batch 4699], Speed: 5.706 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.760 [Epoch 10][Batch 4799], Speed: 5.944 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.252,RCNNAcc=0.935,RCNNL1Loss=0.760 [Epoch 10][Batch 4899], Speed: 5.479 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.760 [Epoch 10][Batch 4999], Speed: 5.969 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.760 [Epoch 10][Batch 5099], Speed: 6.161 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.760 [Epoch 10][Batch 5199], Speed: 5.646 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.760 [Epoch 10][Batch 5299], Speed: 5.818 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.760 [Epoch 10][Batch 5399], Speed: 6.028 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.760 [Epoch 10][Batch 5499], Speed: 5.542 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.760 [Epoch 10][Batch 5599], Speed: 6.010 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.760 [Epoch 10][Batch 5699], Speed: 6.600 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.760 [Epoch 10][Batch 5799], Speed: 5.533 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.760 [Epoch 10][Batch 5899], Speed: 6.470 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.760 [Epoch 10][Batch 5999], Speed: 6.068 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.760 [Epoch 10][Batch 6099], Speed: 5.829 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.759 [Epoch 10][Batch 6199], Speed: 5.705 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.759 [Epoch 10][Batch 6299], Speed: 6.391 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.759 [Epoch 10][Batch 6399], Speed: 5.936 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.759 [Epoch 10][Batch 6499], Speed: 5.909 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.759 [Epoch 10][Batch 6599], Speed: 6.208 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.759 [Epoch 10][Batch 6699], Speed: 5.835 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.759 [Epoch 10][Batch 6799], Speed: 5.881 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.759 [Epoch 10][Batch 6899], Speed: 6.356 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.759 [Epoch 10][Batch 6999], Speed: 6.291 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.759 [Epoch 10][Batch 7099], Speed: 5.546 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.759 [Epoch 10][Batch 7199], Speed: 5.644 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.759 [Epoch 10][Batch 7299], Speed: 6.225 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.759 [Epoch 10][Batch 7399], Speed: 5.668 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.759 [Epoch 10][Batch 7499], Speed: 6.122 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.758 [Epoch 10][Batch 7599], Speed: 5.775 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.758 [Epoch 10][Batch 7699], Speed: 6.053 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.758 [Epoch 10][Batch 7799], Speed: 6.444 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.758 [Epoch 10][Batch 7899], Speed: 5.955 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.758 [Epoch 10][Batch 7999], Speed: 5.981 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.758 [Epoch 10][Batch 8099], Speed: 6.508 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.758 [Epoch 10][Batch 8199], Speed: 6.365 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.758 [Epoch 10][Batch 8299], Speed: 5.950 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.758 [Epoch 10][Batch 8399], Speed: 5.964 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.758 [Epoch 10][Batch 8499], Speed: 5.925 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.758 [Epoch 10][Batch 8599], Speed: 5.913 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.758 [Epoch 10][Batch 8699], Speed: 5.807 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.758 [Epoch 10][Batch 8799], Speed: 6.255 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.758 [Epoch 10][Batch 8899], Speed: 5.732 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.935,RCNNL1Loss=0.758 [Epoch 10][Batch 8999], Speed: 5.671 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.936,RCNNL1Loss=0.757 [Epoch 10][Batch 9099], Speed: 5.861 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.936,RCNNL1Loss=0.757 [Epoch 10][Batch 9199], Speed: 5.468 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.936,RCNNL1Loss=0.757 [Epoch 10][Batch 9299], Speed: 5.619 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.936,RCNNL1Loss=0.757 [Epoch 10][Batch 9399], Speed: 5.465 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.936,RCNNL1Loss=0.757 [Epoch 10][Batch 9499], Speed: 5.427 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.251,RCNNAcc=0.936,RCNNL1Loss=0.757 [Epoch 10][Batch 9599], Speed: 5.845 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.757 [Epoch 10][Batch 9699], Speed: 6.291 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.757 [Epoch 10][Batch 9799], Speed: 5.728 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.757 [Epoch 10][Batch 9899], Speed: 5.679 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.757 [Epoch 10][Batch 9999], Speed: 5.954 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.757 [Epoch 10][Batch 10099], Speed: 6.128 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.757 [Epoch 10][Batch 10199], Speed: 5.651 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.757 [Epoch 10][Batch 10299], Speed: 5.961 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.757 [Epoch 10][Batch 10399], Speed: 5.542 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.757 [Epoch 10][Batch 10499], Speed: 5.723 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.757 [Epoch 10][Batch 10599], Speed: 5.944 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.756 [Epoch 10][Batch 10699], Speed: 5.797 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.756 [Epoch 10][Batch 10799], Speed: 6.037 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.756 [Epoch 10][Batch 10899], Speed: 6.184 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.756 [Epoch 10][Batch 10999], Speed: 5.808 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.756 [Epoch 10][Batch 11099], Speed: 5.347 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.756 [Epoch 10][Batch 11199], Speed: 6.329 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.756 [Epoch 10][Batch 11299], Speed: 5.728 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.756 [Epoch 10][Batch 11399], Speed: 5.712 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.756 [Epoch 10][Batch 11499], Speed: 6.460 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.756 [Epoch 10][Batch 11599], Speed: 5.469 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.756 [Epoch 10][Batch 11699], Speed: 6.325 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.756 [Epoch 10][Batch 11799], Speed: 6.061 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.756 [Epoch 10][Batch 11899], Speed: 5.942 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.756 [Epoch 10][Batch 11999], Speed: 5.624 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.756 [Epoch 10][Batch 12099], Speed: 5.597 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.756 [Epoch 10][Batch 12199], Speed: 5.793 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.756 [Epoch 10][Batch 12299], Speed: 5.728 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.755 [Epoch 10][Batch 12399], Speed: 6.089 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.755 [Epoch 10][Batch 12499], Speed: 5.849 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.755 [Epoch 10][Batch 12599], Speed: 6.142 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.755 [Epoch 10][Batch 12699], Speed: 5.985 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.755 [Epoch 10][Batch 12799], Speed: 5.470 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.755 [Epoch 10][Batch 12899], Speed: 5.488 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.755 [Epoch 10][Batch 12999], Speed: 5.429 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.755 [Epoch 10][Batch 13099], Speed: 5.681 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.755 [Epoch 10][Batch 13199], Speed: 6.161 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.755 [Epoch 10][Batch 13299], Speed: 6.185 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.755 [Epoch 10][Batch 13399], Speed: 6.162 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.755 [Epoch 10][Batch 13499], Speed: 5.972 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.755 [Epoch 10][Batch 13599], Speed: 6.286 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.755 [Epoch 10][Batch 13699], Speed: 6.425 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.755 [Epoch 10][Batch 13799], Speed: 5.824 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.755 [Epoch 10][Batch 13899], Speed: 5.953 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.754 [Epoch 10][Batch 13999], Speed: 6.106 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.754 [Epoch 10][Batch 14099], Speed: 5.856 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.754 [Epoch 10][Batch 14199], Speed: 5.482 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.754 [Epoch 10][Batch 14299], Speed: 5.736 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.754 [Epoch 10][Batch 14399], Speed: 5.794 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.754 [Epoch 10][Batch 14499], Speed: 5.328 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.754 [Epoch 10][Batch 14599], Speed: 5.326 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.754 [Epoch 10] Training cost: 19891.029, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.218 [Epoch 10] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.379 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.589 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.411 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.246 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.421 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.476 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.316 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.517 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.551 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.389 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.593 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.651 person=53.5 bicycle=29.9 car=42.0 motorcycle=40.3 airplane=61.7 bus=58.7 train=57.2 truck=31.7 boat=24.0 traffic light=25.1 fire hydrant=64.0 stop sign=62.5 parking meter=45.8 bench=20.2 bird=32.5 cat=58.5 dog=56.1 horse=52.0 sheep=46.1 cow=49.7 elephant=55.6 bear=59.0 zebra=61.4 giraffe=60.8 backpack=12.6 umbrella=37.1 handbag=13.5 tie=31.2 suitcase=29.3 frisbee=61.7 skis=20.2 snowboard=36.3 sports ball=38.5 kite=37.2 baseball bat=29.9 baseball glove=36.5 skateboard=49.7 surfboard=36.2 tennis racket=47.0 bottle=37.4 wine glass=35.4 cup=40.7 fork=36.8 knife=21.3 spoon=15.0 bowl=39.8 banana=23.0 apple=17.6 sandwich=23.9 orange=27.1 broccoli=18.3 carrot=18.0 hot dog=27.5 pizza=49.8 donut=39.4 cake=33.5 chair=26.3 couch=37.9 potted plant=29.2 bed=31.6 dining table=24.9 toilet=54.2 tv=49.6 laptop=57.2 mouse=59.3 remote=33.3 keyboard=45.6 cell phone=30.9 microwave=54.7 oven=32.4 toaster=26.7 sink=33.6 refrigerator=49.8 book=13.6 clock=47.9 vase=32.5 scissors=27.1 teddy bear=39.1 hair drier=1.4 toothbrush=25.1 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =37.9 [Epoch 10] Saving parameters to faster_rcnn_fpn_syncbn_resnest269_coco_0010_37.9000.params [Epoch 11][Batch 99], Speed: 6.324 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.207,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.754 [Epoch 11][Batch 199], Speed: 6.284 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.209,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.754 [Epoch 11][Batch 299], Speed: 6.209 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.754 [Epoch 11][Batch 399], Speed: 6.205 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.209,RPNAcc=0.988,RPNL1Loss=0.250,RCNNAcc=0.936,RCNNL1Loss=0.754 [Epoch 11][Batch 499], Speed: 6.658 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.754 [Epoch 11][Batch 599], Speed: 6.165 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.754 [Epoch 11][Batch 699], Speed: 5.642 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.753 [Epoch 11][Batch 799], Speed: 5.839 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.753 [Epoch 11][Batch 899], Speed: 6.074 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.753 [Epoch 11][Batch 999], Speed: 5.662 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.753 [Epoch 11][Batch 1099], Speed: 6.130 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.753 [Epoch 11][Batch 1199], Speed: 6.162 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.753 [Epoch 11][Batch 1299], Speed: 6.116 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.753 [Epoch 11][Batch 1399], Speed: 5.757 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.753 [Epoch 11][Batch 1499], Speed: 6.378 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.753 [Epoch 11][Batch 1599], Speed: 5.990 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.753 [Epoch 11][Batch 1699], Speed: 6.232 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.753 [Epoch 11][Batch 1799], Speed: 5.545 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.753 [Epoch 11][Batch 1899], Speed: 5.886 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.753 [Epoch 11][Batch 1999], Speed: 5.596 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.753 [Epoch 11][Batch 2099], Speed: 5.847 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.752 [Epoch 11][Batch 2199], Speed: 6.178 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.752 [Epoch 11][Batch 2299], Speed: 5.345 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.752 [Epoch 11][Batch 2399], Speed: 5.991 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.752 [Epoch 11][Batch 2499], Speed: 6.177 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.752 [Epoch 11][Batch 2599], Speed: 6.117 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.752 [Epoch 11][Batch 2699], Speed: 5.599 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.752 [Epoch 11][Batch 2799], Speed: 5.997 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.752 [Epoch 11][Batch 2899], Speed: 5.783 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.752 [Epoch 11][Batch 2999], Speed: 5.537 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.752 [Epoch 11][Batch 3099], Speed: 6.291 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.752 [Epoch 11][Batch 3199], Speed: 6.225 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.752 [Epoch 11][Batch 3299], Speed: 6.149 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.752 [Epoch 11][Batch 3399], Speed: 6.039 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.751 [Epoch 11][Batch 3499], Speed: 6.012 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.751 [Epoch 11][Batch 3599], Speed: 5.858 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.751 [Epoch 11][Batch 3699], Speed: 5.687 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.751 [Epoch 11][Batch 3799], Speed: 6.000 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.751 [Epoch 11][Batch 3899], Speed: 5.582 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.751 [Epoch 11][Batch 3999], Speed: 6.182 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.751 [Epoch 11][Batch 4099], Speed: 6.554 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.751 [Epoch 11][Batch 4199], Speed: 5.768 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.751 [Epoch 11][Batch 4299], Speed: 5.625 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.751 [Epoch 11][Batch 4399], Speed: 5.713 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.751 [Epoch 11][Batch 4499], Speed: 5.848 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.751 [Epoch 11][Batch 4599], Speed: 6.181 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.751 [Epoch 11][Batch 4699], Speed: 6.400 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.751 [Epoch 11][Batch 4799], Speed: 5.692 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.751 [Epoch 11][Batch 4899], Speed: 6.102 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.751 [Epoch 11][Batch 4999], Speed: 6.121 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.750 [Epoch 11][Batch 5099], Speed: 5.493 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.750 [Epoch 11][Batch 5199], Speed: 5.487 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.249,RCNNAcc=0.936,RCNNL1Loss=0.750 [Epoch 11][Batch 5299], Speed: 6.139 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.750 [Epoch 11][Batch 5399], Speed: 5.575 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.750 [Epoch 11][Batch 5499], Speed: 6.234 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.750 [Epoch 11][Batch 5599], Speed: 6.219 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.750 [Epoch 11][Batch 5699], Speed: 6.396 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.750 [Epoch 11][Batch 5799], Speed: 5.716 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.750 [Epoch 11][Batch 5899], Speed: 5.715 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.750 [Epoch 11][Batch 5999], Speed: 5.695 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.750 [Epoch 11][Batch 6099], Speed: 5.738 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.750 [Epoch 11][Batch 6199], Speed: 6.164 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.750 [Epoch 11][Batch 6299], Speed: 5.710 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.750 [Epoch 11][Batch 6399], Speed: 5.722 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.750 [Epoch 11][Batch 6499], Speed: 6.023 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.750 [Epoch 11][Batch 6599], Speed: 6.154 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.749 [Epoch 11][Batch 6699], Speed: 5.519 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.749 [Epoch 11][Batch 6799], Speed: 5.554 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.749 [Epoch 11][Batch 6899], Speed: 5.875 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.749 [Epoch 11][Batch 6999], Speed: 5.624 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.749 [Epoch 11][Batch 7099], Speed: 5.890 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.749 [Epoch 11][Batch 7199], Speed: 6.067 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.749 [Epoch 11][Batch 7299], Speed: 6.345 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.749 [Epoch 11][Batch 7399], Speed: 5.638 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.749 [Epoch 11][Batch 7499], Speed: 5.627 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.749 [Epoch 11][Batch 7599], Speed: 6.169 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.749 [Epoch 11][Batch 7699], Speed: 5.760 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.749 [Epoch 11][Batch 7799], Speed: 5.359 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.749 [Epoch 11][Batch 7899], Speed: 5.604 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.749 [Epoch 11][Batch 7999], Speed: 5.427 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.749 [Epoch 11][Batch 8099], Speed: 5.565 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.748 [Epoch 11][Batch 8199], Speed: 5.701 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.748 [Epoch 11][Batch 8299], Speed: 6.173 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.748 [Epoch 11][Batch 8399], Speed: 6.614 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.748 [Epoch 11][Batch 8499], Speed: 6.129 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.748 [Epoch 11][Batch 8599], Speed: 6.060 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.748 [Epoch 11][Batch 8699], Speed: 5.792 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.748 [Epoch 11][Batch 8799], Speed: 5.405 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.748 [Epoch 11][Batch 8899], Speed: 5.336 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.748 [Epoch 11][Batch 8999], Speed: 5.836 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.748 [Epoch 11][Batch 9099], Speed: 5.714 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.748 [Epoch 11][Batch 9199], Speed: 5.569 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.748 [Epoch 11][Batch 9299], Speed: 5.926 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.748 [Epoch 11][Batch 9399], Speed: 5.527 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.748 [Epoch 11][Batch 9499], Speed: 5.717 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.748 [Epoch 11][Batch 9599], Speed: 5.409 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.748 [Epoch 11][Batch 9699], Speed: 5.905 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.748 [Epoch 11][Batch 9799], Speed: 6.137 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.747 [Epoch 11][Batch 9899], Speed: 5.826 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.747 [Epoch 11][Batch 9999], Speed: 6.383 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.747 [Epoch 11][Batch 10099], Speed: 5.772 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.747 [Epoch 11][Batch 10199], Speed: 6.127 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.747 [Epoch 11][Batch 10299], Speed: 5.442 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.747 [Epoch 11][Batch 10399], Speed: 6.144 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.747 [Epoch 11][Batch 10499], Speed: 5.746 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.747 [Epoch 11][Batch 10599], Speed: 5.837 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.747 [Epoch 11][Batch 10699], Speed: 5.918 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.747 [Epoch 11][Batch 10799], Speed: 5.447 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.747 [Epoch 11][Batch 10899], Speed: 5.905 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.248,RCNNAcc=0.936,RCNNL1Loss=0.747 [Epoch 11][Batch 10999], Speed: 5.444 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.747 [Epoch 11][Batch 11099], Speed: 5.689 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.747 [Epoch 11][Batch 11199], Speed: 5.710 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.747 [Epoch 11][Batch 11299], Speed: 5.979 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.747 [Epoch 11][Batch 11399], Speed: 5.794 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.747 [Epoch 11][Batch 11499], Speed: 5.552 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.747 [Epoch 11][Batch 11599], Speed: 6.191 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.746 [Epoch 11][Batch 11699], Speed: 5.847 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.746 [Epoch 11][Batch 11799], Speed: 5.902 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.746 [Epoch 11][Batch 11899], Speed: 5.719 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.746 [Epoch 11][Batch 11999], Speed: 5.635 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.746 [Epoch 11][Batch 12099], Speed: 6.178 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.746 [Epoch 11][Batch 12199], Speed: 5.898 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.746 [Epoch 11][Batch 12299], Speed: 5.687 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.746 [Epoch 11][Batch 12399], Speed: 5.573 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.746 [Epoch 11][Batch 12499], Speed: 5.660 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.746 [Epoch 11][Batch 12599], Speed: 5.884 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.746 [Epoch 11][Batch 12699], Speed: 5.725 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.746 [Epoch 11][Batch 12799], Speed: 5.677 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.746 [Epoch 11][Batch 12899], Speed: 6.214 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.746 [Epoch 11][Batch 12999], Speed: 5.898 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.746 [Epoch 11][Batch 13099], Speed: 5.501 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.746 [Epoch 11][Batch 13199], Speed: 5.539 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.746 [Epoch 11][Batch 13299], Speed: 6.335 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.746 [Epoch 11][Batch 13399], Speed: 6.342 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.746 [Epoch 11][Batch 13499], Speed: 5.666 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.746 [Epoch 11][Batch 13599], Speed: 5.611 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.745 [Epoch 11][Batch 13699], Speed: 5.547 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.745 [Epoch 11][Batch 13799], Speed: 5.647 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.745 [Epoch 11][Batch 13899], Speed: 5.634 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.745 [Epoch 11][Batch 13999], Speed: 5.508 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.745 [Epoch 11][Batch 14099], Speed: 5.828 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.745 [Epoch 11][Batch 14199], Speed: 5.892 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.745 [Epoch 11][Batch 14299], Speed: 6.515 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.745 [Epoch 11][Batch 14399], Speed: 6.443 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.745 [Epoch 11][Batch 14499], Speed: 5.556 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.745 [Epoch 11][Batch 14599], Speed: 5.686 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.745 [Epoch 11] Training cost: 19998.354, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.217 [Epoch 11] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.372 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.579 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.403 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.227 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.417 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.468 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.312 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.508 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.538 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.361 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.582 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.657 person=52.8 bicycle=28.9 car=42.1 motorcycle=40.8 airplane=61.9 bus=52.8 train=53.1 truck=29.9 boat=24.0 traffic light=25.0 fire hydrant=62.9 stop sign=58.0 parking meter=42.1 bench=23.5 bird=32.1 cat=58.4 dog=40.0 horse=52.3 sheep=48.5 cow=49.6 elephant=57.5 bear=67.1 zebra=60.7 giraffe=61.1 backpack=11.2 umbrella=36.9 handbag=15.0 tie=33.8 suitcase=30.2 frisbee=63.3 skis=18.3 snowboard=30.0 sports ball=37.6 kite=40.3 baseball bat=29.9 baseball glove=35.9 skateboard=47.4 surfboard=34.0 tennis racket=46.9 bottle=37.9 wine glass=36.8 cup=40.4 fork=34.1 knife=16.0 spoon=13.7 bowl=37.1 banana=22.7 apple=16.5 sandwich=26.4 orange=23.3 broccoli=21.2 carrot=19.9 hot dog=28.7 pizza=45.8 donut=42.4 cake=27.6 chair=26.9 couch=35.9 potted plant=27.3 bed=34.0 dining table=25.6 toilet=53.0 tv=49.6 laptop=52.0 mouse=56.2 remote=32.4 keyboard=33.9 cell phone=32.6 microwave=51.2 oven=30.0 toaster=35.8 sink=33.0 refrigerator=50.8 book=15.2 clock=46.6 vase=34.7 scissors=18.9 teddy bear=40.3 hair drier=5.6 toothbrush=25.5 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =37.2 [Epoch 11] Saving parameters to faster_rcnn_fpn_syncbn_resnest269_coco_0011_37.2000.params [Epoch 12][Batch 99], Speed: 6.154 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.745 [Epoch 12][Batch 199], Speed: 6.555 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.745 [Epoch 12][Batch 299], Speed: 6.162 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.745 [Epoch 12][Batch 399], Speed: 6.479 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.745 [Epoch 12][Batch 499], Speed: 5.701 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.745 [Epoch 12][Batch 599], Speed: 6.070 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.218,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.745 [Epoch 12][Batch 699], Speed: 6.391 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.217,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.744 [Epoch 12][Batch 799], Speed: 6.146 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.744 [Epoch 12][Batch 899], Speed: 5.939 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.744 [Epoch 12][Batch 999], Speed: 6.436 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.744 [Epoch 12][Batch 1099], Speed: 5.733 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.744 [Epoch 12][Batch 1199], Speed: 5.909 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.744 [Epoch 12][Batch 1299], Speed: 5.991 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.744 [Epoch 12][Batch 1399], Speed: 5.835 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.744 [Epoch 12][Batch 1499], Speed: 6.130 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.744 [Epoch 12][Batch 1599], Speed: 5.854 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.744 [Epoch 12][Batch 1699], Speed: 5.483 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.744 [Epoch 12][Batch 1799], Speed: 5.914 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.744 [Epoch 12][Batch 1899], Speed: 6.025 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.744 [Epoch 12][Batch 1999], Speed: 5.732 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.744 [Epoch 12][Batch 2099], Speed: 6.192 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.247,RCNNAcc=0.936,RCNNL1Loss=0.744 [Epoch 12][Batch 2199], Speed: 5.596 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.936,RCNNL1Loss=0.744 [Epoch 12][Batch 2299], Speed: 5.954 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.936,RCNNL1Loss=0.743 [Epoch 12][Batch 2399], Speed: 6.108 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.936,RCNNL1Loss=0.743 [Epoch 12][Batch 2499], Speed: 5.669 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.936,RCNNL1Loss=0.743 [Epoch 12][Batch 2599], Speed: 5.961 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.936,RCNNL1Loss=0.743 [Epoch 12][Batch 2699], Speed: 6.233 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.936,RCNNL1Loss=0.743 [Epoch 12][Batch 2799], Speed: 6.065 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.936,RCNNL1Loss=0.743 [Epoch 12][Batch 2899], Speed: 6.106 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.936,RCNNL1Loss=0.743 [Epoch 12][Batch 2999], Speed: 5.948 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.936,RCNNL1Loss=0.743 [Epoch 12][Batch 3099], Speed: 5.681 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.936,RCNNL1Loss=0.743 [Epoch 12][Batch 3199], Speed: 6.001 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.936,RCNNL1Loss=0.743 [Epoch 12][Batch 3299], Speed: 6.175 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.936,RCNNL1Loss=0.743 [Epoch 12][Batch 3399], Speed: 5.939 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.936,RCNNL1Loss=0.743 [Epoch 12][Batch 3499], Speed: 5.504 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.936,RCNNL1Loss=0.743 [Epoch 12][Batch 3599], Speed: 6.165 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.936,RCNNL1Loss=0.743 [Epoch 12][Batch 3699], Speed: 6.440 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.936,RCNNL1Loss=0.743 [Epoch 12][Batch 3799], Speed: 5.976 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.936,RCNNL1Loss=0.743 [Epoch 12][Batch 3899], Speed: 5.990 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.936,RCNNL1Loss=0.742 [Epoch 12][Batch 3999], Speed: 5.988 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.742 [Epoch 12][Batch 4099], Speed: 6.230 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.742 [Epoch 12][Batch 4199], Speed: 5.233 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.742 [Epoch 12][Batch 4299], Speed: 5.627 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.742 [Epoch 12][Batch 4399], Speed: 5.705 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.742 [Epoch 12][Batch 4499], Speed: 5.936 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.742 [Epoch 12][Batch 4599], Speed: 5.782 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.742 [Epoch 12][Batch 4699], Speed: 5.580 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.742 [Epoch 12][Batch 4799], Speed: 6.184 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.742 [Epoch 12][Batch 4899], Speed: 5.652 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.742 [Epoch 12][Batch 4999], Speed: 6.060 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.742 [Epoch 12][Batch 5099], Speed: 5.338 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.742 [Epoch 12][Batch 5199], Speed: 6.057 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.742 [Epoch 12][Batch 5299], Speed: 5.996 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.742 [Epoch 12][Batch 5399], Speed: 6.169 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.742 [Epoch 12][Batch 5499], Speed: 6.201 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.742 [Epoch 12][Batch 5599], Speed: 6.025 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.742 [Epoch 12][Batch 5699], Speed: 5.837 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.741 [Epoch 12][Batch 5799], Speed: 5.904 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.741 [Epoch 12][Batch 5899], Speed: 5.838 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.741 [Epoch 12][Batch 5999], Speed: 5.520 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.741 [Epoch 12][Batch 6099], Speed: 5.393 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.741 [Epoch 12][Batch 6199], Speed: 5.644 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.741 [Epoch 12][Batch 6299], Speed: 5.882 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.741 [Epoch 12][Batch 6399], Speed: 6.391 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.741 [Epoch 12][Batch 6499], Speed: 5.561 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.741 [Epoch 12][Batch 6599], Speed: 6.483 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.741 [Epoch 12][Batch 6699], Speed: 5.845 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.741 [Epoch 12][Batch 6799], Speed: 5.862 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.741 [Epoch 12][Batch 6899], Speed: 5.451 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.741 [Epoch 12][Batch 6999], Speed: 5.952 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.741 [Epoch 12][Batch 7099], Speed: 7.081 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.741 [Epoch 12][Batch 7199], Speed: 5.629 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.741 [Epoch 12][Batch 7299], Speed: 6.270 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.741 [Epoch 12][Batch 7399], Speed: 5.429 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.741 [Epoch 12][Batch 7499], Speed: 5.462 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.740 [Epoch 12][Batch 7599], Speed: 5.768 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.740 [Epoch 12][Batch 7699], Speed: 5.763 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.740 [Epoch 12][Batch 7799], Speed: 5.792 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.740 [Epoch 12][Batch 7899], Speed: 6.408 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.740 [Epoch 12][Batch 7999], Speed: 5.885 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.740 [Epoch 12][Batch 8099], Speed: 5.824 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.246,RCNNAcc=0.937,RCNNL1Loss=0.740 [Epoch 12][Batch 8199], Speed: 5.862 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.740 [Epoch 12][Batch 8299], Speed: 6.249 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.740 [Epoch 12][Batch 8399], Speed: 5.604 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.740 [Epoch 12][Batch 8499], Speed: 5.831 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.740 [Epoch 12][Batch 8599], Speed: 5.705 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.740 [Epoch 12][Batch 8699], Speed: 5.917 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.740 [Epoch 12][Batch 8799], Speed: 6.189 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.740 [Epoch 12][Batch 8899], Speed: 6.071 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.740 [Epoch 12][Batch 8999], Speed: 5.947 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.740 [Epoch 12][Batch 9099], Speed: 5.951 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.740 [Epoch 12][Batch 9199], Speed: 6.089 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.740 [Epoch 12][Batch 9299], Speed: 5.541 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.740 [Epoch 12][Batch 9399], Speed: 5.675 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.739 [Epoch 12][Batch 9499], Speed: 5.979 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.739 [Epoch 12][Batch 9599], Speed: 6.225 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.739 [Epoch 12][Batch 9699], Speed: 5.825 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.739 [Epoch 12][Batch 9799], Speed: 5.834 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.739 [Epoch 12][Batch 9899], Speed: 5.568 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.739 [Epoch 12][Batch 9999], Speed: 6.248 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.739 [Epoch 12][Batch 10099], Speed: 6.266 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.739 [Epoch 12][Batch 10199], Speed: 5.628 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.739 [Epoch 12][Batch 10299], Speed: 5.948 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.739 [Epoch 12][Batch 10399], Speed: 5.540 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.739 [Epoch 12][Batch 10499], Speed: 5.880 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.739 [Epoch 12][Batch 10599], Speed: 6.207 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.739 [Epoch 12][Batch 10699], Speed: 6.041 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.739 [Epoch 12][Batch 10799], Speed: 5.747 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.739 [Epoch 12][Batch 10899], Speed: 5.676 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.739 [Epoch 12][Batch 10999], Speed: 6.620 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.739 [Epoch 12][Batch 11099], Speed: 5.911 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.739 [Epoch 12][Batch 11199], Speed: 5.706 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.739 [Epoch 12][Batch 11299], Speed: 5.494 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.739 [Epoch 12][Batch 11399], Speed: 6.102 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.739 [Epoch 12][Batch 11499], Speed: 5.894 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.739 [Epoch 12][Batch 11599], Speed: 5.585 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.738 [Epoch 12][Batch 11699], Speed: 6.001 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.738 [Epoch 12][Batch 11799], Speed: 5.545 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.738 [Epoch 12][Batch 11899], Speed: 5.699 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.738 [Epoch 12][Batch 11999], Speed: 6.370 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.738 [Epoch 12][Batch 12099], Speed: 5.424 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.738 [Epoch 12][Batch 12199], Speed: 5.608 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.738 [Epoch 12][Batch 12299], Speed: 5.906 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.738 [Epoch 12][Batch 12399], Speed: 5.987 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.738 [Epoch 12][Batch 12499], Speed: 6.407 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.738 [Epoch 12][Batch 12599], Speed: 6.155 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.738 [Epoch 12][Batch 12699], Speed: 5.907 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.738 [Epoch 12][Batch 12799], Speed: 6.436 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.738 [Epoch 12][Batch 12899], Speed: 5.838 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.738 [Epoch 12][Batch 12999], Speed: 6.048 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.738 [Epoch 12][Batch 13099], Speed: 5.779 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.738 [Epoch 12][Batch 13199], Speed: 5.817 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.738 [Epoch 12][Batch 13299], Speed: 5.870 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.738 [Epoch 12][Batch 13399], Speed: 6.108 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.738 [Epoch 12][Batch 13499], Speed: 6.281 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.738 [Epoch 12][Batch 13599], Speed: 5.666 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.738 [Epoch 12][Batch 13699], Speed: 5.839 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.737 [Epoch 12][Batch 13799], Speed: 5.960 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.737 [Epoch 12][Batch 13899], Speed: 5.527 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.215,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.737 [Epoch 12][Batch 13999], Speed: 6.601 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.737 [Epoch 12][Batch 14099], Speed: 6.134 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.737 [Epoch 12][Batch 14199], Speed: 5.817 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.737 [Epoch 12][Batch 14299], Speed: 6.014 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.737 [Epoch 12][Batch 14399], Speed: 6.181 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.737 [Epoch 12][Batch 14499], Speed: 5.767 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.737 [Epoch 12][Batch 14599], Speed: 6.087 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.216,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.737 [Epoch 12] Training cost: 19811.796, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.216 [Epoch 12] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.376 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.589 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.407 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.246 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.424 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.475 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.315 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.515 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.550 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.385 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.589 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.666 person=52.9 bicycle=28.6 car=41.8 motorcycle=43.5 airplane=62.4 bus=61.2 train=54.8 truck=34.4 boat=23.6 traffic light=26.0 fire hydrant=62.4 stop sign=63.7 parking meter=40.8 bench=22.0 bird=30.7 cat=56.5 dog=51.8 horse=46.1 sheep=46.7 cow=48.3 elephant=50.0 bear=61.4 zebra=58.9 giraffe=62.1 backpack=13.9 umbrella=35.8 handbag=15.1 tie=35.5 suitcase=31.2 frisbee=65.1 skis=21.2 snowboard=33.2 sports ball=36.9 kite=39.8 baseball bat=31.5 baseball glove=37.6 skateboard=51.1 surfboard=36.5 tennis racket=47.2 bottle=39.7 wine glass=35.3 cup=40.7 fork=35.0 knife=18.6 spoon=18.3 bowl=40.4 banana=22.8 apple=16.9 sandwich=24.4 orange=24.9 broccoli=18.8 carrot=18.6 hot dog=28.7 pizza=50.8 donut=42.4 cake=29.9 chair=26.7 couch=30.3 potted plant=26.7 bed=34.1 dining table=24.7 toilet=47.8 tv=53.6 laptop=52.5 mouse=56.0 remote=28.5 keyboard=49.0 cell phone=28.4 microwave=51.9 oven=30.5 toaster=22.8 sink=32.6 refrigerator=50.1 book=14.1 clock=49.6 vase=38.0 scissors=24.0 teddy bear=37.5 hair drier=6.6 toothbrush=21.8 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =37.6 [Epoch 12] Saving parameters to faster_rcnn_fpn_syncbn_resnest269_coco_0012_37.6000.params [Epoch 13][Batch 99], Speed: 5.905 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.209,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.737 [Epoch 13][Batch 199], Speed: 5.979 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.245,RCNNAcc=0.937,RCNNL1Loss=0.737 [Epoch 13][Batch 299], Speed: 6.877 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.737 [Epoch 13][Batch 399], Speed: 6.262 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.737 [Epoch 13][Batch 499], Speed: 6.101 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.737 [Epoch 13][Batch 599], Speed: 6.253 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.737 [Epoch 13][Batch 699], Speed: 6.549 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.737 [Epoch 13][Batch 799], Speed: 5.866 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.737 [Epoch 13][Batch 899], Speed: 5.865 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.737 [Epoch 13][Batch 999], Speed: 6.104 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.736 [Epoch 13][Batch 1099], Speed: 6.266 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.736 [Epoch 13][Batch 1199], Speed: 5.829 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.736 [Epoch 13][Batch 1299], Speed: 5.371 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.736 [Epoch 13][Batch 1399], Speed: 5.628 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.736 [Epoch 13][Batch 1499], Speed: 5.589 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.736 [Epoch 13][Batch 1599], Speed: 6.228 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.736 [Epoch 13][Batch 1699], Speed: 6.219 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.736 [Epoch 13][Batch 1799], Speed: 5.351 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.736 [Epoch 13][Batch 1899], Speed: 5.587 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.736 [Epoch 13][Batch 1999], Speed: 5.732 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.736 [Epoch 13][Batch 2099], Speed: 5.712 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.736 [Epoch 13][Batch 2199], Speed: 5.874 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.736 [Epoch 13][Batch 2299], Speed: 6.208 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.736 [Epoch 13][Batch 2399], Speed: 6.040 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.736 [Epoch 13][Batch 2499], Speed: 5.630 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.736 [Epoch 13][Batch 2599], Speed: 5.530 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.736 [Epoch 13][Batch 2699], Speed: 5.777 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.735 [Epoch 13][Batch 2799], Speed: 5.751 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.735 [Epoch 13][Batch 2899], Speed: 5.845 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.735 [Epoch 13][Batch 2999], Speed: 5.985 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.735 [Epoch 13][Batch 3099], Speed: 5.608 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.735 [Epoch 13][Batch 3199], Speed: 5.548 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.735 [Epoch 13][Batch 3299], Speed: 6.317 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.735 [Epoch 13][Batch 3399], Speed: 6.339 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.735 [Epoch 13][Batch 3499], Speed: 6.090 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.735 [Epoch 13][Batch 3599], Speed: 5.594 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.735 [Epoch 13][Batch 3699], Speed: 6.204 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.735 [Epoch 13][Batch 3799], Speed: 5.606 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.735 [Epoch 13][Batch 3899], Speed: 5.733 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.735 [Epoch 13][Batch 3999], Speed: 6.098 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.735 [Epoch 13][Batch 4099], Speed: 6.047 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.735 [Epoch 13][Batch 4199], Speed: 5.636 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.735 [Epoch 13][Batch 4299], Speed: 6.373 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.735 [Epoch 13][Batch 4399], Speed: 6.266 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.735 [Epoch 13][Batch 4499], Speed: 5.956 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.735 [Epoch 13][Batch 4599], Speed: 5.811 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.735 [Epoch 13][Batch 4699], Speed: 6.129 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.734 [Epoch 13][Batch 4799], Speed: 5.928 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.734 [Epoch 13][Batch 4899], Speed: 5.576 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.734 [Epoch 13][Batch 4999], Speed: 5.746 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.734 [Epoch 13][Batch 5099], Speed: 5.792 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.734 [Epoch 13][Batch 5199], Speed: 6.027 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.734 [Epoch 13][Batch 5299], Speed: 5.771 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.734 [Epoch 13][Batch 5399], Speed: 6.050 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.734 [Epoch 13][Batch 5499], Speed: 5.760 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.734 [Epoch 13][Batch 5599], Speed: 6.469 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.734 [Epoch 13][Batch 5699], Speed: 6.609 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.734 [Epoch 13][Batch 5799], Speed: 5.338 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.734 [Epoch 13][Batch 5899], Speed: 6.059 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.734 [Epoch 13][Batch 5999], Speed: 5.827 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.734 [Epoch 13][Batch 6099], Speed: 6.087 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.734 [Epoch 13][Batch 6199], Speed: 6.348 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.734 [Epoch 13][Batch 6299], Speed: 5.851 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.734 [Epoch 13][Batch 6399], Speed: 5.535 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.734 [Epoch 13][Batch 6499], Speed: 5.390 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.734 [Epoch 13][Batch 6599], Speed: 5.985 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.244,RCNNAcc=0.937,RCNNL1Loss=0.734 [Epoch 13][Batch 6699], Speed: 5.523 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.733 [Epoch 13][Batch 6799], Speed: 5.943 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.733 [Epoch 13][Batch 6899], Speed: 6.036 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.733 [Epoch 13][Batch 6999], Speed: 5.659 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.733 [Epoch 13][Batch 7099], Speed: 5.745 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.733 [Epoch 13][Batch 7199], Speed: 5.789 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.733 [Epoch 13][Batch 7299], Speed: 6.336 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.733 [Epoch 13][Batch 7399], Speed: 5.502 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.733 [Epoch 13][Batch 7499], Speed: 6.055 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.733 [Epoch 13][Batch 7599], Speed: 5.799 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.733 [Epoch 13][Batch 7699], Speed: 6.149 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.733 [Epoch 13][Batch 7799], Speed: 6.146 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.733 [Epoch 13][Batch 7899], Speed: 6.051 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.733 [Epoch 13][Batch 7999], Speed: 5.582 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.733 [Epoch 13][Batch 8099], Speed: 6.099 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.733 [Epoch 13][Batch 8199], Speed: 6.146 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.733 [Epoch 13][Batch 8299], Speed: 5.846 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.733 [Epoch 13][Batch 8399], Speed: 6.160 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.733 [Epoch 13][Batch 8499], Speed: 6.055 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.733 [Epoch 13][Batch 8599], Speed: 5.547 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.733 [Epoch 13][Batch 8699], Speed: 5.823 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.733 [Epoch 13][Batch 8799], Speed: 5.775 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.732 [Epoch 13][Batch 8899], Speed: 5.917 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.732 [Epoch 13][Batch 8999], Speed: 5.906 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.732 [Epoch 13][Batch 9099], Speed: 6.305 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.732 [Epoch 13][Batch 9199], Speed: 5.712 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.732 [Epoch 13][Batch 9299], Speed: 6.090 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.732 [Epoch 13][Batch 9399], Speed: 5.920 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.732 [Epoch 13][Batch 9499], Speed: 5.851 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.732 [Epoch 13][Batch 9599], Speed: 5.629 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.732 [Epoch 13][Batch 9699], Speed: 6.027 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.732 [Epoch 13][Batch 9799], Speed: 6.104 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.732 [Epoch 13][Batch 9899], Speed: 6.237 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.732 [Epoch 13][Batch 9999], Speed: 5.958 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.732 [Epoch 13][Batch 10099], Speed: 6.168 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.732 [Epoch 13][Batch 10199], Speed: 5.894 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.732 [Epoch 13][Batch 10299], Speed: 5.838 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.732 [Epoch 13][Batch 10399], Speed: 6.070 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.732 [Epoch 13][Batch 10499], Speed: 6.098 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.732 [Epoch 13][Batch 10599], Speed: 6.330 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.732 [Epoch 13][Batch 10699], Speed: 6.711 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.732 [Epoch 13][Batch 10799], Speed: 5.964 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.732 [Epoch 13][Batch 10899], Speed: 5.459 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.732 [Epoch 13][Batch 10999], Speed: 6.139 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.731 [Epoch 13][Batch 11099], Speed: 6.230 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.731 [Epoch 13][Batch 11199], Speed: 6.337 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.731 [Epoch 13][Batch 11299], Speed: 5.746 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.731 [Epoch 13][Batch 11399], Speed: 5.805 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.731 [Epoch 13][Batch 11499], Speed: 6.405 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.731 [Epoch 13][Batch 11599], Speed: 5.538 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.731 [Epoch 13][Batch 11699], Speed: 5.245 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.731 [Epoch 13][Batch 11799], Speed: 5.600 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.731 [Epoch 13][Batch 11899], Speed: 5.730 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.731 [Epoch 13][Batch 11999], Speed: 5.800 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.731 [Epoch 13][Batch 12099], Speed: 5.510 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.731 [Epoch 13][Batch 12199], Speed: 6.166 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.731 [Epoch 13][Batch 12299], Speed: 5.979 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.731 [Epoch 13][Batch 12399], Speed: 6.314 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.731 [Epoch 13][Batch 12499], Speed: 5.563 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.731 [Epoch 13][Batch 12599], Speed: 5.553 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.731 [Epoch 13][Batch 12699], Speed: 5.570 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.731 [Epoch 13][Batch 12799], Speed: 5.840 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.731 [Epoch 13][Batch 12899], Speed: 6.242 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.731 [Epoch 13][Batch 12999], Speed: 5.980 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.731 [Epoch 13][Batch 13099], Speed: 6.008 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.731 [Epoch 13][Batch 13199], Speed: 6.360 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.731 [Epoch 13][Batch 13299], Speed: 5.397 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.731 [Epoch 13][Batch 13399], Speed: 5.924 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.731 [Epoch 13][Batch 13499], Speed: 5.710 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.730 [Epoch 13][Batch 13599], Speed: 5.663 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.730 [Epoch 13][Batch 13699], Speed: 5.639 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.730 [Epoch 13][Batch 13799], Speed: 5.934 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.730 [Epoch 13][Batch 13899], Speed: 6.118 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.730 [Epoch 13][Batch 13999], Speed: 5.016 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.243,RCNNAcc=0.937,RCNNL1Loss=0.730 [Epoch 13][Batch 14099], Speed: 6.205 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.730 [Epoch 13][Batch 14199], Speed: 6.043 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.730 [Epoch 13][Batch 14299], Speed: 6.203 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.730 [Epoch 13][Batch 14399], Speed: 6.092 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.730 [Epoch 13][Batch 14499], Speed: 5.689 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.730 [Epoch 13][Batch 14599], Speed: 5.786 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.214,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.730 [Epoch 13] Training cost: 19865.958, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.214 [Epoch 13] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.376 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.581 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.413 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.231 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.424 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.474 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.320 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.512 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.541 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.359 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.580 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.663 person=53.1 bicycle=25.4 car=43.0 motorcycle=37.6 airplane=62.2 bus=61.4 train=56.1 truck=31.1 boat=21.3 traffic light=26.5 fire hydrant=66.4 stop sign=62.8 parking meter=44.8 bench=22.4 bird=31.7 cat=65.0 dog=51.3 horse=49.6 sheep=39.9 cow=38.6 elephant=38.9 bear=56.0 zebra=62.0 giraffe=63.4 backpack=12.1 umbrella=37.4 handbag=13.1 tie=34.1 suitcase=35.8 frisbee=66.1 skis=20.9 snowboard=34.3 sports ball=40.3 kite=36.3 baseball bat=33.8 baseball glove=34.6 skateboard=50.6 surfboard=34.6 tennis racket=49.7 bottle=36.1 wine glass=34.7 cup=40.5 fork=35.2 knife=17.3 spoon=18.0 bowl=36.0 banana=20.7 apple=14.6 sandwich=32.1 orange=23.0 broccoli=11.8 carrot=16.2 hot dog=31.1 pizza=45.5 donut=37.0 cake=30.0 chair=26.2 couch=37.0 potted plant=24.4 bed=40.7 dining table=26.5 toilet=49.7 tv=52.0 laptop=55.4 mouse=54.8 remote=31.7 keyboard=49.5 cell phone=34.0 microwave=55.4 oven=32.4 toaster=45.7 sink=33.1 refrigerator=50.9 book=14.8 clock=46.3 vase=38.1 scissors=24.2 teddy bear=37.8 hair drier=2.4 toothbrush=24.6 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =37.6 [Epoch 13] Saving parameters to faster_rcnn_fpn_syncbn_resnest269_coco_0013_37.6000.params [Epoch 14][Batch 99], Speed: 6.351 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.209,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.730 [Epoch 14][Batch 199], Speed: 6.408 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.153,RCNN_SmoothL1=0.208,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.730 [Epoch 14][Batch 299], Speed: 6.387 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.206,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.730 [Epoch 14][Batch 399], Speed: 6.479 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.207,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.730 [Epoch 14][Batch 499], Speed: 6.081 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.208,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.730 [Epoch 14][Batch 599], Speed: 6.705 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.209,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.730 [Epoch 14][Batch 699], Speed: 5.574 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.209,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.730 [Epoch 14][Batch 799], Speed: 6.279 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.730 [Epoch 14][Batch 899], Speed: 5.167 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.730 [Epoch 14][Batch 999], Speed: 5.952 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.209,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.729 [Epoch 14][Batch 1099], Speed: 5.811 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.208,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.729 [Epoch 14][Batch 1199], Speed: 6.360 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.208,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.729 [Epoch 14][Batch 1299], Speed: 6.116 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.208,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.729 [Epoch 14][Batch 1399], Speed: 6.385 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.208,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.729 [Epoch 14][Batch 1499], Speed: 5.421 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.208,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.729 [Epoch 14][Batch 1599], Speed: 6.173 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.209,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.729 [Epoch 14][Batch 1699], Speed: 6.205 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.209,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.729 [Epoch 14][Batch 1799], Speed: 5.871 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.209,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.729 [Epoch 14][Batch 1899], Speed: 5.611 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.209,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.729 [Epoch 14][Batch 1999], Speed: 6.100 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.729 [Epoch 14][Batch 2099], Speed: 5.583 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.729 [Epoch 14][Batch 2199], Speed: 5.473 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.209,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.729 [Epoch 14][Batch 2299], Speed: 5.765 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.729 [Epoch 14][Batch 2399], Speed: 5.568 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.209,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.729 [Epoch 14][Batch 2499], Speed: 6.305 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.209,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.729 [Epoch 14][Batch 2599], Speed: 6.390 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.209,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.729 [Epoch 14][Batch 2699], Speed: 5.747 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.209,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.729 [Epoch 14][Batch 2799], Speed: 5.645 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.729 [Epoch 14][Batch 2899], Speed: 5.982 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.728 [Epoch 14][Batch 2999], Speed: 6.189 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.728 [Epoch 14][Batch 3099], Speed: 6.342 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.728 [Epoch 14][Batch 3199], Speed: 5.828 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.728 [Epoch 14][Batch 3299], Speed: 5.950 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.728 [Epoch 14][Batch 3399], Speed: 6.345 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.728 [Epoch 14][Batch 3499], Speed: 6.043 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.728 [Epoch 14][Batch 3599], Speed: 5.436 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.728 [Epoch 14][Batch 3699], Speed: 6.508 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.728 [Epoch 14][Batch 3799], Speed: 5.661 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.728 [Epoch 14][Batch 3899], Speed: 5.909 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.728 [Epoch 14][Batch 3999], Speed: 6.112 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.728 [Epoch 14][Batch 4099], Speed: 6.398 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.728 [Epoch 14][Batch 4199], Speed: 5.889 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.728 [Epoch 14][Batch 4299], Speed: 5.635 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.728 [Epoch 14][Batch 4399], Speed: 6.224 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.728 [Epoch 14][Batch 4499], Speed: 5.679 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.728 [Epoch 14][Batch 4599], Speed: 5.761 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.728 [Epoch 14][Batch 4699], Speed: 5.606 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.728 [Epoch 14][Batch 4799], Speed: 5.941 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.728 [Epoch 14][Batch 4899], Speed: 5.435 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.728 [Epoch 14][Batch 4999], Speed: 5.496 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.727 [Epoch 14][Batch 5099], Speed: 5.753 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.727 [Epoch 14][Batch 5199], Speed: 5.840 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.727 [Epoch 14][Batch 5299], Speed: 5.927 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.727 [Epoch 14][Batch 5399], Speed: 5.813 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.727 [Epoch 14][Batch 5499], Speed: 6.310 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.727 [Epoch 14][Batch 5599], Speed: 6.301 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.727 [Epoch 14][Batch 5699], Speed: 5.390 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.727 [Epoch 14][Batch 5799], Speed: 6.022 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.937,RCNNL1Loss=0.727 [Epoch 14][Batch 5899], Speed: 6.219 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.938,RCNNL1Loss=0.727 [Epoch 14][Batch 5999], Speed: 5.875 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.938,RCNNL1Loss=0.727 [Epoch 14][Batch 6099], Speed: 5.996 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.938,RCNNL1Loss=0.727 [Epoch 14][Batch 6199], Speed: 5.908 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.242,RCNNAcc=0.938,RCNNL1Loss=0.727 [Epoch 14][Batch 6299], Speed: 5.804 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.727 [Epoch 14][Batch 6399], Speed: 5.936 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.727 [Epoch 14][Batch 6499], Speed: 5.371 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.727 [Epoch 14][Batch 6599], Speed: 5.553 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.727 [Epoch 14][Batch 6699], Speed: 6.100 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.727 [Epoch 14][Batch 6799], Speed: 5.992 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.727 [Epoch 14][Batch 6899], Speed: 5.470 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.727 [Epoch 14][Batch 6999], Speed: 5.649 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.727 [Epoch 14][Batch 7099], Speed: 5.747 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.727 [Epoch 14][Batch 7199], Speed: 6.238 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.726 [Epoch 14][Batch 7299], Speed: 6.137 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.726 [Epoch 14][Batch 7399], Speed: 6.221 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.726 [Epoch 14][Batch 7499], Speed: 5.887 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.726 [Epoch 14][Batch 7599], Speed: 6.236 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.726 [Epoch 14][Batch 7699], Speed: 5.796 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.726 [Epoch 14][Batch 7799], Speed: 5.286 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.726 [Epoch 14][Batch 7899], Speed: 5.892 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.726 [Epoch 14][Batch 7999], Speed: 5.800 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.726 [Epoch 14][Batch 8099], Speed: 6.357 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.726 [Epoch 14][Batch 8199], Speed: 5.580 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.726 [Epoch 14][Batch 8299], Speed: 6.246 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.726 [Epoch 14][Batch 8399], Speed: 6.346 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.726 [Epoch 14][Batch 8499], Speed: 5.259 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.726 [Epoch 14][Batch 8599], Speed: 6.041 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.726 [Epoch 14][Batch 8699], Speed: 5.299 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.726 [Epoch 14][Batch 8799], Speed: 5.736 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.726 [Epoch 14][Batch 8899], Speed: 5.870 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.726 [Epoch 14][Batch 8999], Speed: 5.484 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.726 [Epoch 14][Batch 9099], Speed: 6.095 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.726 [Epoch 14][Batch 9199], Speed: 6.136 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.726 [Epoch 14][Batch 9299], Speed: 5.783 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.726 [Epoch 14][Batch 9399], Speed: 6.173 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.726 [Epoch 14][Batch 9499], Speed: 6.212 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.726 [Epoch 14][Batch 9599], Speed: 5.799 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.726 [Epoch 14][Batch 9699], Speed: 5.425 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.726 [Epoch 14][Batch 9799], Speed: 5.804 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.725 [Epoch 14][Batch 9899], Speed: 5.576 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.725 [Epoch 14][Batch 9999], Speed: 5.634 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.725 [Epoch 14][Batch 10099], Speed: 5.839 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.725 [Epoch 14][Batch 10199], Speed: 6.075 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.725 [Epoch 14][Batch 10299], Speed: 5.269 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.725 [Epoch 14][Batch 10399], Speed: 6.542 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.725 [Epoch 14][Batch 10499], Speed: 5.742 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.725 [Epoch 14][Batch 10599], Speed: 5.733 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.725 [Epoch 14][Batch 10699], Speed: 5.718 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.725 [Epoch 14][Batch 10799], Speed: 5.533 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.725 [Epoch 14][Batch 10899], Speed: 5.716 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.725 [Epoch 14][Batch 10999], Speed: 6.001 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.725 [Epoch 14][Batch 11099], Speed: 5.562 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.725 [Epoch 14][Batch 11199], Speed: 5.669 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.725 [Epoch 14][Batch 11299], Speed: 5.913 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.725 [Epoch 14][Batch 11399], Speed: 5.980 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.725 [Epoch 14][Batch 11499], Speed: 6.280 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.725 [Epoch 14][Batch 11599], Speed: 5.622 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.725 [Epoch 14][Batch 11699], Speed: 5.717 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.725 [Epoch 14][Batch 11799], Speed: 5.465 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.725 [Epoch 14][Batch 11899], Speed: 5.953 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.725 [Epoch 14][Batch 11999], Speed: 6.054 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.725 [Epoch 14][Batch 12099], Speed: 5.460 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.725 [Epoch 14][Batch 12199], Speed: 5.838 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.725 [Epoch 14][Batch 12299], Speed: 6.211 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.724 [Epoch 14][Batch 12399], Speed: 6.352 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.724 [Epoch 14][Batch 12499], Speed: 5.669 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.724 [Epoch 14][Batch 12599], Speed: 5.762 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.724 [Epoch 14][Batch 12699], Speed: 5.708 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.724 [Epoch 14][Batch 12799], Speed: 6.057 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.724 [Epoch 14][Batch 12899], Speed: 5.647 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.724 [Epoch 14][Batch 12999], Speed: 6.157 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.724 [Epoch 14][Batch 13099], Speed: 5.767 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.724 [Epoch 14][Batch 13199], Speed: 5.702 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.724 [Epoch 14][Batch 13299], Speed: 5.458 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.724 [Epoch 14][Batch 13399], Speed: 5.631 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.724 [Epoch 14][Batch 13499], Speed: 5.896 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.724 [Epoch 14][Batch 13599], Speed: 5.910 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.724 [Epoch 14][Batch 13699], Speed: 5.492 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.724 [Epoch 14][Batch 13799], Speed: 5.462 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.724 [Epoch 14][Batch 13899], Speed: 5.967 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.724 [Epoch 14][Batch 13999], Speed: 6.394 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.724 [Epoch 14][Batch 14099], Speed: 6.180 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.724 [Epoch 14][Batch 14199], Speed: 6.001 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.724 [Epoch 14][Batch 14299], Speed: 5.632 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.724 [Epoch 14][Batch 14399], Speed: 6.042 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.724 [Epoch 14][Batch 14499], Speed: 6.003 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.724 [Epoch 14][Batch 14599], Speed: 5.576 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.988,RPNL1Loss=0.241,RCNNAcc=0.938,RCNNL1Loss=0.724 [Epoch 14] Training cost: 19976.219, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213 [Epoch 14] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.385 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.596 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.417 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.247 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.426 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.480 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.319 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.522 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.557 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.399 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.596 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.664 person=54.1 bicycle=28.9 car=42.5 motorcycle=40.6 airplane=56.3 bus=62.1 train=57.4 truck=34.8 boat=25.1 traffic light=26.9 fire hydrant=66.5 stop sign=61.4 parking meter=41.8 bench=22.5 bird=34.6 cat=64.1 dog=56.1 horse=51.1 sheep=51.1 cow=48.8 elephant=60.4 bear=61.8 zebra=63.5 giraffe=62.3 backpack=16.5 umbrella=37.3 handbag=12.2 tie=33.5 suitcase=32.1 frisbee=62.5 skis=22.0 snowboard=35.7 sports ball=39.9 kite=39.8 baseball bat=30.2 baseball glove=37.1 skateboard=50.0 surfboard=34.9 tennis racket=44.1 bottle=38.0 wine glass=36.1 cup=38.4 fork=34.1 knife=18.1 spoon=20.1 bowl=30.3 banana=19.6 apple=16.4 sandwich=27.1 orange=25.9 broccoli=19.1 carrot=21.2 hot dog=30.4 pizza=48.8 donut=41.4 cake=31.5 chair=26.3 couch=38.6 potted plant=26.7 bed=36.7 dining table=23.9 toilet=56.2 tv=52.6 laptop=55.6 mouse=55.9 remote=33.6 keyboard=49.7 cell phone=34.4 microwave=53.7 oven=27.3 toaster=27.7 sink=33.7 refrigerator=50.9 book=15.2 clock=48.7 vase=36.4 scissors=26.1 teddy bear=42.5 hair drier=4.9 toothbrush=20.9 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =38.5 [Epoch 14] mAP 38.5 higher than current best [38.1] saving to faster_rcnn_fpn_syncbn_resnest269_coco_best.params [Epoch 14] Saving parameters to faster_rcnn_fpn_syncbn_resnest269_coco_0014_38.5000.params [Epoch 15][Batch 99], Speed: 6.648 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.208,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.724 [Epoch 15][Batch 199], Speed: 6.517 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.209,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.724 [Epoch 15][Batch 299], Speed: 6.023 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.208,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.723 [Epoch 15][Batch 399], Speed: 6.005 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.153,RCNN_SmoothL1=0.209,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.723 [Epoch 15][Batch 499], Speed: 6.330 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.209,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.723 [Epoch 15][Batch 599], Speed: 5.651 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.723 [Epoch 15][Batch 699], Speed: 5.875 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.723 [Epoch 15][Batch 799], Speed: 5.992 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.723 [Epoch 15][Batch 899], Speed: 6.395 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.723 [Epoch 15][Batch 999], Speed: 5.680 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.723 [Epoch 15][Batch 1099], Speed: 6.418 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.723 [Epoch 15][Batch 1199], Speed: 5.883 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.723 [Epoch 15][Batch 1299], Speed: 6.772 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.723 [Epoch 15][Batch 1399], Speed: 5.618 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.723 [Epoch 15][Batch 1499], Speed: 5.565 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.723 [Epoch 15][Batch 1599], Speed: 5.604 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.723 [Epoch 15][Batch 1699], Speed: 5.373 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.723 [Epoch 15][Batch 1799], Speed: 6.211 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.209,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.723 [Epoch 15][Batch 1899], Speed: 5.873 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.209,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.723 [Epoch 15][Batch 1999], Speed: 5.985 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.723 [Epoch 15][Batch 2099], Speed: 6.228 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.723 [Epoch 15][Batch 2199], Speed: 5.681 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.723 [Epoch 15][Batch 2299], Speed: 6.172 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.723 [Epoch 15][Batch 2399], Speed: 5.946 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.722 [Epoch 15][Batch 2499], Speed: 6.211 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.722 [Epoch 15][Batch 2599], Speed: 5.865 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.722 [Epoch 15][Batch 2699], Speed: 6.283 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.722 [Epoch 15][Batch 2799], Speed: 5.961 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.210,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.722 [Epoch 15][Batch 2899], Speed: 5.940 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.722 [Epoch 15][Batch 2999], Speed: 5.723 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.722 [Epoch 15][Batch 3099], Speed: 5.505 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.722 [Epoch 15][Batch 3199], Speed: 5.979 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.722 [Epoch 15][Batch 3299], Speed: 5.993 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.722 [Epoch 15][Batch 3399], Speed: 5.899 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.722 [Epoch 15][Batch 3499], Speed: 6.112 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.722 [Epoch 15][Batch 3599], Speed: 6.078 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.211,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.722 [Epoch 15][Batch 3699], Speed: 5.781 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.722 [Epoch 15][Batch 3799], Speed: 6.088 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.722 [Epoch 15][Batch 3899], Speed: 5.787 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.722 [Epoch 15][Batch 3999], Speed: 5.708 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.722 [Epoch 15][Batch 4099], Speed: 6.135 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.722 [Epoch 15][Batch 4199], Speed: 6.274 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.722 [Epoch 15][Batch 4299], Speed: 5.659 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.722 [Epoch 15][Batch 4399], Speed: 5.881 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.722 [Epoch 15][Batch 4499], Speed: 5.312 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.722 [Epoch 15][Batch 4599], Speed: 5.458 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.722 [Epoch 15][Batch 4699], Speed: 5.344 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.721 [Epoch 15][Batch 4799], Speed: 5.384 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.212,RPNAcc=0.988,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.721 [Epoch 15][Batch 4899], Speed: 5.853 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.212,RPNAcc=0.989,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.721 [Epoch 15][Batch 4999], Speed: 6.036 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.212,RPNAcc=0.989,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.721 [Epoch 15][Batch 5099], Speed: 6.270 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.212,RPNAcc=0.989,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.721 [Epoch 15][Batch 5199], Speed: 5.348 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.212,RPNAcc=0.989,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.721 [Epoch 15][Batch 5299], Speed: 5.955 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.212,RPNAcc=0.989,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.721 [Epoch 15][Batch 5399], Speed: 6.031 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.212,RPNAcc=0.989,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.721 [Epoch 15][Batch 5499], Speed: 6.003 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.212,RPNAcc=0.989,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.721 [Epoch 15][Batch 5599], Speed: 6.167 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.212,RPNAcc=0.989,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.721 [Epoch 15][Batch 5699], Speed: 6.298 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.212,RPNAcc=0.989,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.721 [Epoch 15][Batch 5799], Speed: 5.978 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.212,RPNAcc=0.989,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.721 [Epoch 15][Batch 5899], Speed: 6.425 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.212,RPNAcc=0.989,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.721 [Epoch 15][Batch 5999], Speed: 6.058 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.212,RPNAcc=0.989,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.721 [Epoch 15][Batch 6099], Speed: 6.238 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.212,RPNAcc=0.989,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.721 [Epoch 15][Batch 6199], Speed: 5.969 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.212,RPNAcc=0.989,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.721 [Epoch 15][Batch 6299], Speed: 5.939 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.212,RPNAcc=0.989,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.721 [Epoch 15][Batch 6399], Speed: 5.926 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.212,RPNAcc=0.989,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.721 [Epoch 15][Batch 6499], Speed: 6.590 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.721 [Epoch 15][Batch 6599], Speed: 6.168 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.212,RPNAcc=0.989,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.721 [Epoch 15][Batch 6699], Speed: 5.830 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.212,RPNAcc=0.989,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.721 [Epoch 15][Batch 6799], Speed: 5.670 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.212,RPNAcc=0.989,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.721 [Epoch 15][Batch 6899], Speed: 5.717 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.212,RPNAcc=0.989,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.721 [Epoch 15][Batch 6999], Speed: 6.211 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.212,RPNAcc=0.989,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.721 [Epoch 15][Batch 7099], Speed: 6.163 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.212,RPNAcc=0.989,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.721 [Epoch 15][Batch 7199], Speed: 6.580 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.212,RPNAcc=0.989,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.721 [Epoch 15][Batch 7299], Speed: 5.513 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.720 [Epoch 15][Batch 7399], Speed: 5.570 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.720 [Epoch 15][Batch 7499], Speed: 6.154 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.212,RPNAcc=0.989,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.720 [Epoch 15][Batch 7599], Speed: 6.216 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.212,RPNAcc=0.989,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.720 [Epoch 15][Batch 7699], Speed: 5.755 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.720 [Epoch 15][Batch 7799], Speed: 6.086 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.720 [Epoch 15][Batch 7899], Speed: 5.954 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.720 [Epoch 15][Batch 7999], Speed: 5.465 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.720 [Epoch 15][Batch 8099], Speed: 5.791 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.720 [Epoch 15][Batch 8199], Speed: 5.711 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.240,RCNNAcc=0.938,RCNNL1Loss=0.720 [Epoch 15][Batch 8299], Speed: 5.883 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.720 [Epoch 15][Batch 8399], Speed: 5.709 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.720 [Epoch 15][Batch 8499], Speed: 5.818 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.720 [Epoch 15][Batch 8599], Speed: 5.677 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.720 [Epoch 15][Batch 8699], Speed: 5.892 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.720 [Epoch 15][Batch 8799], Speed: 6.076 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.720 [Epoch 15][Batch 8899], Speed: 5.502 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.720 [Epoch 15][Batch 8999], Speed: 5.513 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.720 [Epoch 15][Batch 9099], Speed: 5.773 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.720 [Epoch 15][Batch 9199], Speed: 6.351 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.720 [Epoch 15][Batch 9299], Speed: 5.451 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.720 [Epoch 15][Batch 9399], Speed: 6.244 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.720 [Epoch 15][Batch 9499], Speed: 6.134 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.720 [Epoch 15][Batch 9599], Speed: 5.780 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.720 [Epoch 15][Batch 9699], Speed: 6.478 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.720 [Epoch 15][Batch 9799], Speed: 6.205 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.720 [Epoch 15][Batch 9899], Speed: 5.919 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.720 [Epoch 15][Batch 9999], Speed: 6.076 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.719 [Epoch 15][Batch 10099], Speed: 5.844 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.719 [Epoch 15][Batch 10199], Speed: 5.796 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.719 [Epoch 15][Batch 10299], Speed: 5.810 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.719 [Epoch 15][Batch 10399], Speed: 6.341 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.719 [Epoch 15][Batch 10499], Speed: 6.649 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.719 [Epoch 15][Batch 10599], Speed: 6.021 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.719 [Epoch 15][Batch 10699], Speed: 5.782 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.719 [Epoch 15][Batch 10799], Speed: 6.414 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.719 [Epoch 15][Batch 10899], Speed: 6.072 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.719 [Epoch 15][Batch 10999], Speed: 6.095 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.719 [Epoch 15][Batch 11099], Speed: 5.804 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.719 [Epoch 15][Batch 11199], Speed: 5.798 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.719 [Epoch 15][Batch 11299], Speed: 5.537 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.719 [Epoch 15][Batch 11399], Speed: 5.850 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.719 [Epoch 15][Batch 11499], Speed: 5.976 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.719 [Epoch 15][Batch 11599], Speed: 5.589 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.719 [Epoch 15][Batch 11699], Speed: 5.642 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.719 [Epoch 15][Batch 11799], Speed: 5.763 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.719 [Epoch 15][Batch 11899], Speed: 6.218 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.719 [Epoch 15][Batch 11999], Speed: 6.035 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.719 [Epoch 15][Batch 12099], Speed: 5.780 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.719 [Epoch 15][Batch 12199], Speed: 5.864 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.719 [Epoch 15][Batch 12299], Speed: 5.398 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.719 [Epoch 15][Batch 12399], Speed: 5.545 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.719 [Epoch 15][Batch 12499], Speed: 5.748 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.719 [Epoch 15][Batch 12599], Speed: 5.439 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.719 [Epoch 15][Batch 12699], Speed: 6.089 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.719 [Epoch 15][Batch 12799], Speed: 5.643 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.718 [Epoch 15][Batch 12899], Speed: 5.682 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.718 [Epoch 15][Batch 12999], Speed: 5.684 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.718 [Epoch 15][Batch 13099], Speed: 5.899 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.718 [Epoch 15][Batch 13199], Speed: 6.055 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.718 [Epoch 15][Batch 13299], Speed: 5.882 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.718 [Epoch 15][Batch 13399], Speed: 5.427 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.718 [Epoch 15][Batch 13499], Speed: 5.789 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.718 [Epoch 15][Batch 13599], Speed: 5.953 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.718 [Epoch 15][Batch 13699], Speed: 5.456 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.718 [Epoch 15][Batch 13799], Speed: 6.361 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.718 [Epoch 15][Batch 13899], Speed: 5.687 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.718 [Epoch 15][Batch 13999], Speed: 6.579 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.718 [Epoch 15][Batch 14099], Speed: 5.916 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.718 [Epoch 15][Batch 14199], Speed: 5.937 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.718 [Epoch 15][Batch 14299], Speed: 5.910 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.718 [Epoch 15][Batch 14399], Speed: 6.225 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.718 [Epoch 15][Batch 14499], Speed: 6.369 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.718 [Epoch 15][Batch 14599], Speed: 5.618 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.718 [Epoch 15] Training cost: 19819.172, RPN_Conf=0.027,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.213 [Epoch 15] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.375 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.572 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.409 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.237 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.414 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.471 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.317 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.513 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.540 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.371 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.581 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.670 person=53.4 bicycle=23.0 car=41.0 motorcycle=41.6 airplane=58.8 bus=62.2 train=59.0 truck=32.4 boat=24.6 traffic light=26.0 fire hydrant=63.2 stop sign=61.3 parking meter=40.0 bench=19.7 bird=28.2 cat=62.9 dog=56.2 horse=55.4 sheep=43.6 cow=48.8 elephant=57.5 bear=60.5 zebra=59.9 giraffe=61.3 backpack=14.1 umbrella=36.0 handbag=15.0 tie=32.4 suitcase=33.5 frisbee=63.8 skis=18.0 snowboard=28.0 sports ball=40.3 kite=35.5 baseball bat=26.9 baseball glove=37.3 skateboard=50.8 surfboard=30.0 tennis racket=47.2 bottle=36.8 wine glass=34.9 cup=40.6 fork=36.0 knife=19.1 spoon=18.3 bowl=37.0 banana=19.4 apple=16.2 sandwich=29.3 orange=27.8 broccoli=17.3 carrot=15.4 hot dog=26.7 pizza=51.3 donut=42.1 cake=31.0 chair=25.1 couch=36.0 potted plant=26.9 bed=36.7 dining table=26.2 toilet=53.3 tv=51.0 laptop=55.3 mouse=56.2 remote=29.9 keyboard=48.0 cell phone=30.4 microwave=46.4 oven=28.5 toaster=21.4 sink=32.8 refrigerator=48.9 book=14.9 clock=50.0 vase=37.4 scissors=22.7 teddy bear=38.7 hair drier=7.4 toothbrush=24.1 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =37.5 [Epoch 15] Saving parameters to faster_rcnn_fpn_syncbn_resnest269_coco_0015_37.5000.params [Epoch 16][Batch 99], Speed: 6.082 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.718 [Epoch 16][Batch 199], Speed: 6.242 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.718 [Epoch 16][Batch 299], Speed: 6.167 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.214,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.718 [Epoch 16][Batch 399], Speed: 6.363 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.718 [Epoch 16][Batch 499], Speed: 5.806 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.718 [Epoch 16][Batch 599], Speed: 5.716 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.718 [Epoch 16][Batch 699], Speed: 6.313 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.718 [Epoch 16][Batch 799], Speed: 5.831 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.718 [Epoch 16][Batch 899], Speed: 5.818 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.717 [Epoch 16][Batch 999], Speed: 5.694 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.717 [Epoch 16][Batch 1099], Speed: 6.004 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.717 [Epoch 16][Batch 1199], Speed: 5.674 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.717 [Epoch 16][Batch 1299], Speed: 6.159 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.717 [Epoch 16][Batch 1399], Speed: 5.416 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.717 [Epoch 16][Batch 1499], Speed: 5.907 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.717 [Epoch 16][Batch 1599], Speed: 5.674 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.717 [Epoch 16][Batch 1699], Speed: 6.221 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.717 [Epoch 16][Batch 1799], Speed: 5.872 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.717 [Epoch 16][Batch 1899], Speed: 6.289 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.717 [Epoch 16][Batch 1999], Speed: 5.531 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.717 [Epoch 16][Batch 2099], Speed: 6.254 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.717 [Epoch 16][Batch 2199], Speed: 6.094 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.717 [Epoch 16][Batch 2299], Speed: 6.003 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.717 [Epoch 16][Batch 2399], Speed: 6.088 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.717 [Epoch 16][Batch 2499], Speed: 6.014 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.717 [Epoch 16][Batch 2599], Speed: 5.577 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.239,RCNNAcc=0.938,RCNNL1Loss=0.717 [Epoch 16][Batch 2699], Speed: 5.631 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.717 [Epoch 16][Batch 2799], Speed: 5.554 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.717 [Epoch 16][Batch 2899], Speed: 5.390 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.717 [Epoch 16][Batch 2999], Speed: 5.700 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.717 [Epoch 16][Batch 3099], Speed: 6.128 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.717 [Epoch 16][Batch 3199], Speed: 6.104 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.716 [Epoch 16][Batch 3299], Speed: 5.805 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.716 [Epoch 16][Batch 3399], Speed: 5.643 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.716 [Epoch 16][Batch 3499], Speed: 6.010 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.716 [Epoch 16][Batch 3599], Speed: 6.559 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.716 [Epoch 16][Batch 3699], Speed: 5.835 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.716 [Epoch 16][Batch 3799], Speed: 5.746 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.716 [Epoch 16][Batch 3899], Speed: 6.113 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.716 [Epoch 16][Batch 3999], Speed: 6.454 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.716 [Epoch 16][Batch 4099], Speed: 5.656 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.716 [Epoch 16][Batch 4199], Speed: 5.667 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.716 [Epoch 16][Batch 4299], Speed: 5.421 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.716 [Epoch 16][Batch 4399], Speed: 5.884 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.716 [Epoch 16][Batch 4499], Speed: 5.943 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.716 [Epoch 16][Batch 4599], Speed: 5.993 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.716 [Epoch 16][Batch 4699], Speed: 5.947 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.716 [Epoch 16][Batch 4799], Speed: 6.109 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.716 [Epoch 16][Batch 4899], Speed: 5.973 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.716 [Epoch 16][Batch 4999], Speed: 5.589 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.716 [Epoch 16][Batch 5099], Speed: 5.855 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.716 [Epoch 16][Batch 5199], Speed: 5.987 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.716 [Epoch 16][Batch 5299], Speed: 6.125 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.716 [Epoch 16][Batch 5399], Speed: 5.316 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.716 [Epoch 16][Batch 5499], Speed: 5.690 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.716 [Epoch 16][Batch 5599], Speed: 5.556 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.716 [Epoch 16][Batch 5699], Speed: 5.975 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.716 [Epoch 16][Batch 5799], Speed: 6.121 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.716 [Epoch 16][Batch 5899], Speed: 5.931 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.716 [Epoch 16][Batch 5999], Speed: 6.297 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.715 [Epoch 16][Batch 6099], Speed: 5.490 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.715 [Epoch 16][Batch 6199], Speed: 5.947 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.715 [Epoch 16][Batch 6299], Speed: 5.672 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.715 [Epoch 16][Batch 6399], Speed: 5.571 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.715 [Epoch 16][Batch 6499], Speed: 5.993 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.715 [Epoch 16][Batch 6599], Speed: 5.623 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.715 [Epoch 16][Batch 6699], Speed: 6.446 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.715 [Epoch 16][Batch 6799], Speed: 5.568 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.715 [Epoch 16][Batch 6899], Speed: 5.890 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.715 [Epoch 16][Batch 6999], Speed: 6.011 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.715 [Epoch 16][Batch 7099], Speed: 6.087 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.715 [Epoch 16][Batch 7199], Speed: 5.822 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.715 [Epoch 16][Batch 7299], Speed: 5.909 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.715 [Epoch 16][Batch 7399], Speed: 5.528 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.715 [Epoch 16][Batch 7499], Speed: 5.968 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.715 [Epoch 16][Batch 7599], Speed: 5.427 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.715 [Epoch 16][Batch 7699], Speed: 6.015 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.715 [Epoch 16][Batch 7799], Speed: 5.922 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.715 [Epoch 16][Batch 7899], Speed: 5.887 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.715 [Epoch 16][Batch 7999], Speed: 5.590 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.715 [Epoch 16][Batch 8099], Speed: 5.903 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.715 [Epoch 16][Batch 8199], Speed: 6.174 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.715 [Epoch 16][Batch 8299], Speed: 6.100 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.715 [Epoch 16][Batch 8399], Speed: 5.905 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.715 [Epoch 16][Batch 8499], Speed: 6.183 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.715 [Epoch 16][Batch 8599], Speed: 5.946 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.715 [Epoch 16][Batch 8699], Speed: 6.369 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.715 [Epoch 16][Batch 8799], Speed: 5.611 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.715 [Epoch 16][Batch 8899], Speed: 5.579 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.714 [Epoch 16][Batch 8999], Speed: 6.134 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.714 [Epoch 16][Batch 9099], Speed: 6.230 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.714 [Epoch 16][Batch 9199], Speed: 5.754 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.714 [Epoch 16][Batch 9299], Speed: 5.407 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.714 [Epoch 16][Batch 9399], Speed: 5.696 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.714 [Epoch 16][Batch 9499], Speed: 5.667 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.714 [Epoch 16][Batch 9599], Speed: 6.235 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.714 [Epoch 16][Batch 9699], Speed: 5.437 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.714 [Epoch 16][Batch 9799], Speed: 6.350 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.714 [Epoch 16][Batch 9899], Speed: 5.546 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.714 [Epoch 16][Batch 9999], Speed: 6.476 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.714 [Epoch 16][Batch 10099], Speed: 6.733 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.714 [Epoch 16][Batch 10199], Speed: 6.064 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.714 [Epoch 16][Batch 10299], Speed: 5.869 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.714 [Epoch 16][Batch 10399], Speed: 5.814 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.714 [Epoch 16][Batch 10499], Speed: 5.898 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.714 [Epoch 16][Batch 10599], Speed: 5.762 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.714 [Epoch 16][Batch 10699], Speed: 6.162 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.714 [Epoch 16][Batch 10799], Speed: 5.946 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.714 [Epoch 16][Batch 10899], Speed: 5.852 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.714 [Epoch 16][Batch 10999], Speed: 6.144 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.714 [Epoch 16][Batch 11099], Speed: 6.010 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.714 [Epoch 16][Batch 11199], Speed: 6.134 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.714 [Epoch 16][Batch 11299], Speed: 5.619 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.714 [Epoch 16][Batch 11399], Speed: 5.534 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.714 [Epoch 16][Batch 11499], Speed: 6.169 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.714 [Epoch 16][Batch 11599], Speed: 5.568 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.714 [Epoch 16][Batch 11699], Speed: 5.870 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.714 [Epoch 16][Batch 11799], Speed: 6.280 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.714 [Epoch 16][Batch 11899], Speed: 6.465 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.714 [Epoch 16][Batch 11999], Speed: 5.823 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.714 [Epoch 16][Batch 12099], Speed: 5.642 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.714 [Epoch 16][Batch 12199], Speed: 5.695 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.238,RCNNAcc=0.938,RCNNL1Loss=0.714 [Epoch 16][Batch 12299], Speed: 6.109 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.713 [Epoch 16][Batch 12399], Speed: 6.036 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.713 [Epoch 16][Batch 12499], Speed: 5.467 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.713 [Epoch 16][Batch 12599], Speed: 5.969 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.713 [Epoch 16][Batch 12699], Speed: 5.809 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.713 [Epoch 16][Batch 12799], Speed: 5.922 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.713 [Epoch 16][Batch 12899], Speed: 5.849 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.713 [Epoch 16][Batch 12999], Speed: 5.346 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.713 [Epoch 16][Batch 13099], Speed: 5.562 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.713 [Epoch 16][Batch 13199], Speed: 5.921 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.713 [Epoch 16][Batch 13299], Speed: 6.677 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.713 [Epoch 16][Batch 13399], Speed: 5.759 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.713 [Epoch 16][Batch 13499], Speed: 5.702 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.713 [Epoch 16][Batch 13599], Speed: 5.573 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.713 [Epoch 16][Batch 13699], Speed: 5.867 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.713 [Epoch 16][Batch 13799], Speed: 5.628 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.713 [Epoch 16][Batch 13899], Speed: 5.675 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.713 [Epoch 16][Batch 13999], Speed: 6.353 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.713 [Epoch 16][Batch 14099], Speed: 5.917 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.713 [Epoch 16][Batch 14199], Speed: 5.616 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.713 [Epoch 16][Batch 14299], Speed: 5.760 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.713 [Epoch 16][Batch 14399], Speed: 5.553 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.713 [Epoch 16][Batch 14499], Speed: 5.478 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.713 [Epoch 16][Batch 14599], Speed: 6.205 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.713 [Epoch 16] Training cost: 19956.256, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.212 [Epoch 16] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.371 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.567 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.407 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.231 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.403 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.480 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.313 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.512 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.544 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.374 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.584 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.665 person=51.9 bicycle=29.9 car=41.9 motorcycle=42.5 airplane=57.6 bus=60.9 train=55.3 truck=25.5 boat=21.3 traffic light=24.4 fire hydrant=56.6 stop sign=60.2 parking meter=43.5 bench=22.7 bird=31.6 cat=56.3 dog=53.9 horse=48.3 sheep=48.4 cow=41.6 elephant=53.7 bear=60.3 zebra=63.2 giraffe=66.1 backpack=13.0 umbrella=36.2 handbag=15.7 tie=33.1 suitcase=34.6 frisbee=63.8 skis=22.4 snowboard=33.3 sports ball=38.0 kite=38.8 baseball bat=28.7 baseball glove=34.9 skateboard=50.2 surfboard=30.2 tennis racket=46.9 bottle=34.8 wine glass=29.5 cup=37.3 fork=34.4 knife=18.1 spoon=14.6 bowl=35.1 banana=22.5 apple=17.9 sandwich=28.4 orange=27.2 broccoli=19.4 carrot=18.5 hot dog=34.3 pizza=47.5 donut=39.5 cake=32.2 chair=26.8 couch=37.2 potted plant=26.6 bed=36.6 dining table=25.9 toilet=51.9 tv=52.9 laptop=59.1 mouse=57.1 remote=29.2 keyboard=46.9 cell phone=32.8 microwave=46.1 oven=27.7 toaster=25.7 sink=34.5 refrigerator=48.4 book=13.7 clock=48.8 vase=35.9 scissors=15.4 teddy bear=36.9 hair drier=5.1 toothbrush=18.6 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =37.1 [Epoch 16] Saving parameters to faster_rcnn_fpn_syncbn_resnest269_coco_0016_37.1000.params [Epoch 17][Batch 99], Speed: 5.834 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.219,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.713 [Epoch 17][Batch 199], Speed: 6.213 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.214,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.713 [Epoch 17][Batch 299], Speed: 6.527 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.713 [Epoch 17][Batch 399], Speed: 6.153 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.214,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.713 [Epoch 17][Batch 499], Speed: 6.060 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.713 [Epoch 17][Batch 599], Speed: 5.838 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.713 [Epoch 17][Batch 699], Speed: 6.619 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.212,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.713 [Epoch 17][Batch 799], Speed: 5.553 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.212,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.712 [Epoch 17][Batch 899], Speed: 5.341 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.712 [Epoch 17][Batch 999], Speed: 5.786 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.712 [Epoch 17][Batch 1099], Speed: 6.063 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.712 [Epoch 17][Batch 1199], Speed: 6.810 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.712 [Epoch 17][Batch 1299], Speed: 5.785 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.712 [Epoch 17][Batch 1399], Speed: 5.612 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.712 [Epoch 17][Batch 1499], Speed: 5.824 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.712 [Epoch 17][Batch 1599], Speed: 6.111 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.712 [Epoch 17][Batch 1699], Speed: 5.375 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.712 [Epoch 17][Batch 1799], Speed: 5.666 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.712 [Epoch 17][Batch 1899], Speed: 5.992 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.712 [Epoch 17][Batch 1999], Speed: 5.763 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.712 [Epoch 17][Batch 2099], Speed: 5.721 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.712 [Epoch 17][Batch 2199], Speed: 6.271 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.712 [Epoch 17][Batch 2299], Speed: 5.725 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.712 [Epoch 17][Batch 2399], Speed: 5.774 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.712 [Epoch 17][Batch 2499], Speed: 5.794 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.712 [Epoch 17][Batch 2599], Speed: 5.839 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.712 [Epoch 17][Batch 2699], Speed: 5.999 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.712 [Epoch 17][Batch 2799], Speed: 5.870 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.712 [Epoch 17][Batch 2899], Speed: 6.304 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.712 [Epoch 17][Batch 2999], Speed: 5.673 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.712 [Epoch 17][Batch 3099], Speed: 5.587 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.712 [Epoch 17][Batch 3199], Speed: 5.949 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.712 [Epoch 17][Batch 3299], Speed: 5.732 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.712 [Epoch 17][Batch 3399], Speed: 5.623 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.938,RCNNL1Loss=0.711 [Epoch 17][Batch 3499], Speed: 5.370 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.939,RCNNL1Loss=0.711 [Epoch 17][Batch 3599], Speed: 5.730 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.939,RCNNL1Loss=0.711 [Epoch 17][Batch 3699], Speed: 6.331 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.939,RCNNL1Loss=0.711 [Epoch 17][Batch 3799], Speed: 6.174 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.939,RCNNL1Loss=0.711 [Epoch 17][Batch 3899], Speed: 6.189 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.939,RCNNL1Loss=0.711 [Epoch 17][Batch 3999], Speed: 6.065 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.939,RCNNL1Loss=0.711 [Epoch 17][Batch 4099], Speed: 5.857 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.939,RCNNL1Loss=0.711 [Epoch 17][Batch 4199], Speed: 5.732 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.939,RCNNL1Loss=0.711 [Epoch 17][Batch 4299], Speed: 5.957 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.939,RCNNL1Loss=0.711 [Epoch 17][Batch 4399], Speed: 5.997 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.939,RCNNL1Loss=0.711 [Epoch 17][Batch 4499], Speed: 5.776 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.939,RCNNL1Loss=0.711 [Epoch 17][Batch 4599], Speed: 5.462 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.939,RCNNL1Loss=0.711 [Epoch 17][Batch 4699], Speed: 6.467 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.939,RCNNL1Loss=0.711 [Epoch 17][Batch 4799], Speed: 6.323 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.939,RCNNL1Loss=0.711 [Epoch 17][Batch 4899], Speed: 5.772 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.939,RCNNL1Loss=0.711 [Epoch 17][Batch 4999], Speed: 5.495 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.939,RCNNL1Loss=0.711 [Epoch 17][Batch 5099], Speed: 6.033 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.939,RCNNL1Loss=0.711 [Epoch 17][Batch 5199], Speed: 5.620 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.939,RCNNL1Loss=0.711 [Epoch 17][Batch 5299], Speed: 5.228 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.939,RCNNL1Loss=0.711 [Epoch 17][Batch 5399], Speed: 5.566 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.939,RCNNL1Loss=0.711 [Epoch 17][Batch 5499], Speed: 5.876 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.939,RCNNL1Loss=0.711 [Epoch 17][Batch 5599], Speed: 5.916 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.939,RCNNL1Loss=0.711 [Epoch 17][Batch 5699], Speed: 6.073 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.939,RCNNL1Loss=0.711 [Epoch 17][Batch 5799], Speed: 5.777 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.939,RCNNL1Loss=0.711 [Epoch 17][Batch 5899], Speed: 6.242 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.939,RCNNL1Loss=0.711 [Epoch 17][Batch 5999], Speed: 6.269 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.939,RCNNL1Loss=0.711 [Epoch 17][Batch 6099], Speed: 5.766 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.939,RCNNL1Loss=0.711 [Epoch 17][Batch 6199], Speed: 5.753 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.939,RCNNL1Loss=0.711 [Epoch 17][Batch 6299], Speed: 5.815 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.939,RCNNL1Loss=0.710 [Epoch 17][Batch 6399], Speed: 5.433 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.939,RCNNL1Loss=0.710 [Epoch 17][Batch 6499], Speed: 5.944 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.939,RCNNL1Loss=0.710 [Epoch 17][Batch 6599], Speed: 6.387 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.939,RCNNL1Loss=0.710 [Epoch 17][Batch 6699], Speed: 6.562 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.939,RCNNL1Loss=0.710 [Epoch 17][Batch 6799], Speed: 5.770 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.939,RCNNL1Loss=0.710 [Epoch 17][Batch 6899], Speed: 5.840 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.939,RCNNL1Loss=0.710 [Epoch 17][Batch 6999], Speed: 6.180 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.237,RCNNAcc=0.939,RCNNL1Loss=0.710 [Epoch 17][Batch 7099], Speed: 5.556 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.710 [Epoch 17][Batch 7199], Speed: 5.337 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.710 [Epoch 17][Batch 7299], Speed: 6.120 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.710 [Epoch 17][Batch 7399], Speed: 6.092 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.710 [Epoch 17][Batch 7499], Speed: 5.767 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.710 [Epoch 17][Batch 7599], Speed: 5.684 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.710 [Epoch 17][Batch 7699], Speed: 5.636 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.710 [Epoch 17][Batch 7799], Speed: 5.984 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.710 [Epoch 17][Batch 7899], Speed: 5.226 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.710 [Epoch 17][Batch 7999], Speed: 6.020 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.710 [Epoch 17][Batch 8099], Speed: 5.778 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.710 [Epoch 17][Batch 8199], Speed: 6.267 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.710 [Epoch 17][Batch 8299], Speed: 6.204 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.710 [Epoch 17][Batch 8399], Speed: 5.860 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.710 [Epoch 17][Batch 8499], Speed: 5.893 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.710 [Epoch 17][Batch 8599], Speed: 5.787 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.710 [Epoch 17][Batch 8699], Speed: 5.425 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.710 [Epoch 17][Batch 8799], Speed: 6.115 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.710 [Epoch 17][Batch 8899], Speed: 6.214 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.710 [Epoch 17][Batch 8999], Speed: 5.970 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.710 [Epoch 17][Batch 9099], Speed: 5.695 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.710 [Epoch 17][Batch 9199], Speed: 6.340 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.710 [Epoch 17][Batch 9299], Speed: 5.344 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.710 [Epoch 17][Batch 9399], Speed: 5.647 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.710 [Epoch 17][Batch 9499], Speed: 5.546 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.710 [Epoch 17][Batch 9599], Speed: 5.849 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.709 [Epoch 17][Batch 9699], Speed: 5.972 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.709 [Epoch 17][Batch 9799], Speed: 5.633 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.709 [Epoch 17][Batch 9899], Speed: 6.367 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.709 [Epoch 17][Batch 9999], Speed: 5.990 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.709 [Epoch 17][Batch 10099], Speed: 6.066 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.709 [Epoch 17][Batch 10199], Speed: 5.843 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.709 [Epoch 17][Batch 10299], Speed: 6.126 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.709 [Epoch 17][Batch 10399], Speed: 6.418 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.709 [Epoch 17][Batch 10499], Speed: 6.141 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.709 [Epoch 17][Batch 10599], Speed: 5.767 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.709 [Epoch 17][Batch 10699], Speed: 5.824 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.709 [Epoch 17][Batch 10799], Speed: 5.867 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.709 [Epoch 17][Batch 10899], Speed: 6.240 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.709 [Epoch 17][Batch 10999], Speed: 5.885 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.709 [Epoch 17][Batch 11099], Speed: 5.969 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.709 [Epoch 17][Batch 11199], Speed: 6.135 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.709 [Epoch 17][Batch 11299], Speed: 5.510 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.709 [Epoch 17][Batch 11399], Speed: 5.435 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.709 [Epoch 17][Batch 11499], Speed: 5.953 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.709 [Epoch 17][Batch 11599], Speed: 5.787 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.709 [Epoch 17][Batch 11699], Speed: 5.185 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.709 [Epoch 17][Batch 11799], Speed: 5.813 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.709 [Epoch 17][Batch 11899], Speed: 5.927 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.709 [Epoch 17][Batch 11999], Speed: 5.910 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.709 [Epoch 17][Batch 12099], Speed: 6.206 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.709 [Epoch 17][Batch 12199], Speed: 5.747 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.709 [Epoch 17][Batch 12299], Speed: 6.164 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.709 [Epoch 17][Batch 12399], Speed: 5.571 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.709 [Epoch 17][Batch 12499], Speed: 5.941 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.709 [Epoch 17][Batch 12599], Speed: 5.878 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.709 [Epoch 17][Batch 12699], Speed: 5.741 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.709 [Epoch 17][Batch 12799], Speed: 5.985 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.709 [Epoch 17][Batch 12899], Speed: 6.169 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.709 [Epoch 17][Batch 12999], Speed: 6.045 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.709 [Epoch 17][Batch 13099], Speed: 5.861 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.709 [Epoch 17][Batch 13199], Speed: 5.905 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.709 [Epoch 17][Batch 13299], Speed: 5.532 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.708 [Epoch 17][Batch 13399], Speed: 5.857 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.708 [Epoch 17][Batch 13499], Speed: 5.493 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.708 [Epoch 17][Batch 13599], Speed: 5.737 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.708 [Epoch 17][Batch 13699], Speed: 6.099 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.708 [Epoch 17][Batch 13799], Speed: 5.831 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.708 [Epoch 17][Batch 13899], Speed: 6.159 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.708 [Epoch 17][Batch 13999], Speed: 6.016 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.708 [Epoch 17][Batch 14099], Speed: 6.069 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.708 [Epoch 17][Batch 14199], Speed: 5.308 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.708 [Epoch 17][Batch 14299], Speed: 6.163 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.708 [Epoch 17][Batch 14399], Speed: 6.575 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.708 [Epoch 17][Batch 14499], Speed: 5.302 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.708 [Epoch 17][Batch 14599], Speed: 5.614 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.708 [Epoch 17] Training cost: 19968.589, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.211 [Epoch 17] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.387 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.591 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.421 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.242 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.430 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.503 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.323 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.521 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.551 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.369 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.596 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.676 person=53.6 bicycle=30.1 car=41.5 motorcycle=38.9 airplane=50.4 bus=63.4 train=61.4 truck=32.6 boat=23.2 traffic light=25.1 fire hydrant=65.1 stop sign=62.7 parking meter=42.4 bench=23.1 bird=30.1 cat=59.9 dog=50.8 horse=45.5 sheep=49.9 cow=46.4 elephant=58.7 bear=66.8 zebra=61.7 giraffe=63.2 backpack=14.2 umbrella=38.1 handbag=14.5 tie=30.2 suitcase=23.7 frisbee=63.3 skis=20.7 snowboard=36.7 sports ball=39.8 kite=36.7 baseball bat=30.7 baseball glove=39.9 skateboard=50.0 surfboard=35.5 tennis racket=54.0 bottle=37.7 wine glass=35.1 cup=41.1 fork=35.9 knife=18.5 spoon=22.3 bowl=39.4 banana=24.4 apple=19.2 sandwich=29.4 orange=27.3 broccoli=18.2 carrot=18.2 hot dog=37.4 pizza=50.5 donut=41.1 cake=31.2 chair=27.0 couch=39.4 potted plant=27.0 bed=36.8 dining table=26.1 toilet=53.8 tv=52.0 laptop=58.5 mouse=59.8 remote=34.5 keyboard=46.9 cell phone=33.0 microwave=54.4 oven=32.3 toaster=37.7 sink=34.1 refrigerator=44.6 book=13.8 clock=49.5 vase=37.7 scissors=25.7 teddy bear=43.7 hair drier=6.1 toothbrush=19.5 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =38.7 [Epoch 17] mAP 38.7 higher than current best [38.5] saving to faster_rcnn_fpn_syncbn_resnest269_coco_best.params [Epoch 17] Saving parameters to faster_rcnn_fpn_syncbn_resnest269_coco_0017_38.7000.params [Epoch 18][Batch 99], Speed: 6.271 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.708 [Epoch 18][Batch 199], Speed: 5.883 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.212,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.708 [Epoch 18][Batch 299], Speed: 5.734 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.214,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.708 [Epoch 18][Batch 399], Speed: 6.045 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.708 [Epoch 18][Batch 499], Speed: 6.431 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.211,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.708 [Epoch 18][Batch 599], Speed: 5.843 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.708 [Epoch 18][Batch 699], Speed: 5.747 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.708 [Epoch 18][Batch 799], Speed: 5.786 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.708 [Epoch 18][Batch 899], Speed: 6.363 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.708 [Epoch 18][Batch 999], Speed: 5.702 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.708 [Epoch 18][Batch 1099], Speed: 5.929 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.708 [Epoch 18][Batch 1199], Speed: 5.612 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.708 [Epoch 18][Batch 1299], Speed: 5.927 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.708 [Epoch 18][Batch 1399], Speed: 5.938 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.708 [Epoch 18][Batch 1499], Speed: 5.939 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.708 [Epoch 18][Batch 1599], Speed: 5.460 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.708 [Epoch 18][Batch 1699], Speed: 5.428 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.708 [Epoch 18][Batch 1799], Speed: 6.034 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.707 [Epoch 18][Batch 1899], Speed: 5.821 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.707 [Epoch 18][Batch 1999], Speed: 5.866 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.707 [Epoch 18][Batch 2099], Speed: 5.937 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.707 [Epoch 18][Batch 2199], Speed: 6.112 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.707 [Epoch 18][Batch 2299], Speed: 5.712 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.707 [Epoch 18][Batch 2399], Speed: 6.516 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.707 [Epoch 18][Batch 2499], Speed: 5.855 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.707 [Epoch 18][Batch 2599], Speed: 6.200 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.707 [Epoch 18][Batch 2699], Speed: 5.711 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.707 [Epoch 18][Batch 2799], Speed: 6.196 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.707 [Epoch 18][Batch 2899], Speed: 5.834 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.707 [Epoch 18][Batch 2999], Speed: 5.610 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.707 [Epoch 18][Batch 3099], Speed: 5.263 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.707 [Epoch 18][Batch 3199], Speed: 6.103 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.707 [Epoch 18][Batch 3299], Speed: 5.877 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.707 [Epoch 18][Batch 3399], Speed: 5.950 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.707 [Epoch 18][Batch 3499], Speed: 5.935 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.707 [Epoch 18][Batch 3599], Speed: 5.888 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.236,RCNNAcc=0.939,RCNNL1Loss=0.707 [Epoch 18][Batch 3699], Speed: 5.732 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.707 [Epoch 18][Batch 3799], Speed: 6.062 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.707 [Epoch 18][Batch 3899], Speed: 6.490 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.707 [Epoch 18][Batch 3999], Speed: 5.647 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.707 [Epoch 18][Batch 4099], Speed: 6.783 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.707 [Epoch 18][Batch 4199], Speed: 5.582 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.707 [Epoch 18][Batch 4299], Speed: 5.784 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.707 [Epoch 18][Batch 4399], Speed: 5.595 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.707 [Epoch 18][Batch 4499], Speed: 5.368 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.707 [Epoch 18][Batch 4599], Speed: 5.961 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.707 [Epoch 18][Batch 4699], Speed: 6.123 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.707 [Epoch 18][Batch 4799], Speed: 6.378 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.706 [Epoch 18][Batch 4899], Speed: 5.492 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.706 [Epoch 18][Batch 4999], Speed: 5.601 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.706 [Epoch 18][Batch 5099], Speed: 5.832 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.706 [Epoch 18][Batch 5199], Speed: 6.176 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.706 [Epoch 18][Batch 5299], Speed: 5.845 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.706 [Epoch 18][Batch 5399], Speed: 5.238 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.706 [Epoch 18][Batch 5499], Speed: 5.935 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.706 [Epoch 18][Batch 5599], Speed: 5.708 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.706 [Epoch 18][Batch 5699], Speed: 5.747 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.706 [Epoch 18][Batch 5799], Speed: 6.195 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.706 [Epoch 18][Batch 5899], Speed: 5.673 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.706 [Epoch 18][Batch 5999], Speed: 6.351 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.706 [Epoch 18][Batch 6099], Speed: 5.535 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.706 [Epoch 18][Batch 6199], Speed: 5.604 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.706 [Epoch 18][Batch 6299], Speed: 5.787 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.706 [Epoch 18][Batch 6399], Speed: 6.111 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.706 [Epoch 18][Batch 6499], Speed: 5.447 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.706 [Epoch 18][Batch 6599], Speed: 5.487 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.706 [Epoch 18][Batch 6699], Speed: 5.869 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.706 [Epoch 18][Batch 6799], Speed: 6.130 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.706 [Epoch 18][Batch 6899], Speed: 5.829 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.706 [Epoch 18][Batch 6999], Speed: 5.689 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.706 [Epoch 18][Batch 7099], Speed: 5.761 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.706 [Epoch 18][Batch 7199], Speed: 6.129 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.706 [Epoch 18][Batch 7299], Speed: 5.966 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.706 [Epoch 18][Batch 7399], Speed: 5.838 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.706 [Epoch 18][Batch 7499], Speed: 5.910 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.706 [Epoch 18][Batch 7599], Speed: 5.922 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.706 [Epoch 18][Batch 7699], Speed: 5.463 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.706 [Epoch 18][Batch 7799], Speed: 6.117 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.706 [Epoch 18][Batch 7899], Speed: 6.056 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.706 [Epoch 18][Batch 7999], Speed: 6.103 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.706 [Epoch 18][Batch 8099], Speed: 5.841 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.706 [Epoch 18][Batch 8199], Speed: 6.015 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.705 [Epoch 18][Batch 8299], Speed: 6.378 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.705 [Epoch 18][Batch 8399], Speed: 5.390 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.705 [Epoch 18][Batch 8499], Speed: 5.354 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.705 [Epoch 18][Batch 8599], Speed: 5.743 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.705 [Epoch 18][Batch 8699], Speed: 6.132 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.705 [Epoch 18][Batch 8799], Speed: 6.066 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.705 [Epoch 18][Batch 8899], Speed: 6.609 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.705 [Epoch 18][Batch 8999], Speed: 5.617 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.705 [Epoch 18][Batch 9099], Speed: 5.419 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.705 [Epoch 18][Batch 9199], Speed: 6.169 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.705 [Epoch 18][Batch 9299], Speed: 5.872 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.705 [Epoch 18][Batch 9399], Speed: 5.673 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.705 [Epoch 18][Batch 9499], Speed: 6.096 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.705 [Epoch 18][Batch 9599], Speed: 5.733 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.705 [Epoch 18][Batch 9699], Speed: 5.996 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.705 [Epoch 18][Batch 9799], Speed: 6.025 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.705 [Epoch 18][Batch 9899], Speed: 5.814 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.705 [Epoch 18][Batch 9999], Speed: 6.254 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.705 [Epoch 18][Batch 10099], Speed: 5.858 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.705 [Epoch 18][Batch 10199], Speed: 5.532 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.705 [Epoch 18][Batch 10299], Speed: 5.726 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.705 [Epoch 18][Batch 10399], Speed: 5.522 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.705 [Epoch 18][Batch 10499], Speed: 6.333 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.705 [Epoch 18][Batch 10599], Speed: 5.717 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.705 [Epoch 18][Batch 10699], Speed: 5.549 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.705 [Epoch 18][Batch 10799], Speed: 5.996 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.705 [Epoch 18][Batch 10899], Speed: 5.603 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.705 [Epoch 18][Batch 10999], Speed: 5.759 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.705 [Epoch 18][Batch 11099], Speed: 6.179 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.705 [Epoch 18][Batch 11199], Speed: 6.019 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.705 [Epoch 18][Batch 11299], Speed: 6.153 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.705 [Epoch 18][Batch 11399], Speed: 5.715 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.705 [Epoch 18][Batch 11499], Speed: 6.248 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.705 [Epoch 18][Batch 11599], Speed: 6.272 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.705 [Epoch 18][Batch 11699], Speed: 6.172 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.705 [Epoch 18][Batch 11799], Speed: 5.899 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.705 [Epoch 18][Batch 11899], Speed: 5.895 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.705 [Epoch 18][Batch 11999], Speed: 6.017 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.704 [Epoch 18][Batch 12099], Speed: 5.863 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.704 [Epoch 18][Batch 12199], Speed: 5.952 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.704 [Epoch 18][Batch 12299], Speed: 6.264 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.704 [Epoch 18][Batch 12399], Speed: 5.667 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.704 [Epoch 18][Batch 12499], Speed: 5.526 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.704 [Epoch 18][Batch 12599], Speed: 5.920 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.704 [Epoch 18][Batch 12699], Speed: 5.787 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.704 [Epoch 18][Batch 12799], Speed: 5.981 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.704 [Epoch 18][Batch 12899], Speed: 5.915 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.704 [Epoch 18][Batch 12999], Speed: 6.018 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.704 [Epoch 18][Batch 13099], Speed: 6.284 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.704 [Epoch 18][Batch 13199], Speed: 5.481 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.704 [Epoch 18][Batch 13299], Speed: 5.710 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.704 [Epoch 18][Batch 13399], Speed: 5.743 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.704 [Epoch 18][Batch 13499], Speed: 6.220 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.704 [Epoch 18][Batch 13599], Speed: 6.005 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.704 [Epoch 18][Batch 13699], Speed: 5.685 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.704 [Epoch 18][Batch 13799], Speed: 5.534 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.704 [Epoch 18][Batch 13899], Speed: 5.692 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.704 [Epoch 18][Batch 13999], Speed: 5.852 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.704 [Epoch 18][Batch 14099], Speed: 5.784 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.704 [Epoch 18][Batch 14199], Speed: 5.570 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.704 [Epoch 18][Batch 14299], Speed: 5.972 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.704 [Epoch 18][Batch 14399], Speed: 5.205 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.704 [Epoch 18][Batch 14499], Speed: 6.105 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.704 [Epoch 18][Batch 14599], Speed: 6.238 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.210,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.704 [Epoch 18] Training cost: 19982.258, RPN_Conf=0.026,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.210 [Epoch 18] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.383 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.591 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.413 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.240 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.429 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.476 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.317 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.511 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.542 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.369 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.588 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.649 person=53.1 bicycle=28.5 car=44.6 motorcycle=42.4 airplane=62.5 bus=61.5 train=60.7 truck=30.3 boat=24.8 traffic light=25.9 fire hydrant=61.7 stop sign=60.8 parking meter=39.1 bench=21.5 bird=31.2 cat=58.9 dog=53.3 horse=52.4 sheep=46.1 cow=44.5 elephant=58.7 bear=57.3 zebra=64.9 giraffe=59.4 backpack=14.8 umbrella=35.6 handbag=14.3 tie=34.7 suitcase=36.5 frisbee=63.5 skis=19.2 snowboard=35.9 sports ball=43.5 kite=37.5 baseball bat=30.9 baseball glove=36.4 skateboard=52.1 surfboard=36.5 tennis racket=47.2 bottle=37.2 wine glass=34.0 cup=40.6 fork=32.0 knife=21.3 spoon=17.1 bowl=36.5 banana=22.3 apple=16.2 sandwich=32.9 orange=27.4 broccoli=21.4 carrot=19.9 hot dog=28.2 pizza=49.0 donut=42.2 cake=29.9 chair=27.6 couch=32.7 potted plant=24.2 bed=38.7 dining table=24.0 toilet=53.5 tv=51.6 laptop=56.6 mouse=59.8 remote=31.9 keyboard=47.4 cell phone=30.0 microwave=54.3 oven=29.0 toaster=30.7 sink=34.7 refrigerator=52.9 book=16.4 clock=46.7 vase=37.1 scissors=21.8 teddy bear=35.9 hair drier=5.9 toothbrush=26.9 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =38.3 [Epoch 18] Saving parameters to faster_rcnn_fpn_syncbn_resnest269_coco_0018_38.3000.params [Epoch 19][Batch 99], Speed: 6.638 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.704 [Epoch 19][Batch 199], Speed: 6.355 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.153,RCNN_SmoothL1=0.205,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.704 [Epoch 19][Batch 299], Speed: 5.941 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.204,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.704 [Epoch 19][Batch 399], Speed: 5.873 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.205,RPNAcc=0.989,RPNL1Loss=0.235,RCNNAcc=0.939,RCNNL1Loss=0.704 [Epoch 19][Batch 499], Speed: 5.967 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.205,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.704 [Epoch 19][Batch 599], Speed: 6.344 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.206,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.704 [Epoch 19][Batch 699], Speed: 6.107 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.704 [Epoch 19][Batch 799], Speed: 6.081 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.206,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.704 [Epoch 19][Batch 899], Speed: 6.257 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.153,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.704 [Epoch 19][Batch 999], Speed: 5.709 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.704 [Epoch 19][Batch 1099], Speed: 6.448 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.703 [Epoch 19][Batch 1199], Speed: 5.727 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.703 [Epoch 19][Batch 1299], Speed: 5.737 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.206,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.703 [Epoch 19][Batch 1399], Speed: 6.245 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.153,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.703 [Epoch 19][Batch 1499], Speed: 5.630 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.153,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.703 [Epoch 19][Batch 1599], Speed: 5.705 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.153,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.703 [Epoch 19][Batch 1699], Speed: 5.779 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.153,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.703 [Epoch 19][Batch 1799], Speed: 6.396 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.153,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.703 [Epoch 19][Batch 1899], Speed: 5.765 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.153,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.703 [Epoch 19][Batch 1999], Speed: 5.393 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.703 [Epoch 19][Batch 2099], Speed: 6.315 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.153,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.703 [Epoch 19][Batch 2199], Speed: 5.665 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.153,RCNN_SmoothL1=0.206,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.703 [Epoch 19][Batch 2299], Speed: 5.690 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.703 [Epoch 19][Batch 2399], Speed: 5.879 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.703 [Epoch 19][Batch 2499], Speed: 5.628 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.703 [Epoch 19][Batch 2599], Speed: 6.211 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.703 [Epoch 19][Batch 2699], Speed: 6.014 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.703 [Epoch 19][Batch 2799], Speed: 5.462 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.703 [Epoch 19][Batch 2899], Speed: 5.877 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.703 [Epoch 19][Batch 2999], Speed: 5.621 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.703 [Epoch 19][Batch 3099], Speed: 5.668 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.703 [Epoch 19][Batch 3199], Speed: 5.833 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.703 [Epoch 19][Batch 3299], Speed: 6.060 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.703 [Epoch 19][Batch 3399], Speed: 5.940 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.703 [Epoch 19][Batch 3499], Speed: 6.574 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.703 [Epoch 19][Batch 3599], Speed: 6.362 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.703 [Epoch 19][Batch 3699], Speed: 6.078 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.703 [Epoch 19][Batch 3799], Speed: 6.109 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.703 [Epoch 19][Batch 3899], Speed: 6.165 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.703 [Epoch 19][Batch 3999], Speed: 6.297 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.703 [Epoch 19][Batch 4099], Speed: 5.618 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.703 [Epoch 19][Batch 4199], Speed: 5.816 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.702 [Epoch 19][Batch 4299], Speed: 5.771 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.702 [Epoch 19][Batch 4399], Speed: 6.011 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.702 [Epoch 19][Batch 4499], Speed: 5.768 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.702 [Epoch 19][Batch 4599], Speed: 6.150 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.702 [Epoch 19][Batch 4699], Speed: 5.450 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.702 [Epoch 19][Batch 4799], Speed: 5.853 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.702 [Epoch 19][Batch 4899], Speed: 6.096 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.702 [Epoch 19][Batch 4999], Speed: 5.679 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.702 [Epoch 19][Batch 5099], Speed: 6.287 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.702 [Epoch 19][Batch 5199], Speed: 5.927 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.702 [Epoch 19][Batch 5299], Speed: 6.391 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.702 [Epoch 19][Batch 5399], Speed: 5.198 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.702 [Epoch 19][Batch 5499], Speed: 6.014 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.702 [Epoch 19][Batch 5599], Speed: 6.233 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.702 [Epoch 19][Batch 5699], Speed: 6.250 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.702 [Epoch 19][Batch 5799], Speed: 5.356 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.702 [Epoch 19][Batch 5899], Speed: 5.876 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.702 [Epoch 19][Batch 5999], Speed: 5.676 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.702 [Epoch 19][Batch 6099], Speed: 5.744 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.702 [Epoch 19][Batch 6199], Speed: 6.062 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.702 [Epoch 19][Batch 6299], Speed: 5.672 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.702 [Epoch 19][Batch 6399], Speed: 5.321 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.702 [Epoch 19][Batch 6499], Speed: 5.834 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.207,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.702 [Epoch 19][Batch 6599], Speed: 5.616 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.702 [Epoch 19][Batch 6699], Speed: 5.840 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.702 [Epoch 19][Batch 6799], Speed: 6.138 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.702 [Epoch 19][Batch 6899], Speed: 6.296 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.702 [Epoch 19][Batch 6999], Speed: 6.009 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.702 [Epoch 19][Batch 7099], Speed: 5.907 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.702 [Epoch 19][Batch 7199], Speed: 6.195 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.702 [Epoch 19][Batch 7299], Speed: 6.037 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.702 [Epoch 19][Batch 7399], Speed: 6.136 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.702 [Epoch 19][Batch 7499], Speed: 6.087 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.702 [Epoch 19][Batch 7599], Speed: 5.944 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.702 [Epoch 19][Batch 7699], Speed: 6.102 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.702 [Epoch 19][Batch 7799], Speed: 5.642 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 7899], Speed: 6.351 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 7999], Speed: 5.528 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 8099], Speed: 5.926 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 8199], Speed: 5.777 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 8299], Speed: 5.331 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 8399], Speed: 5.636 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 8499], Speed: 5.398 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 8599], Speed: 5.768 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 8699], Speed: 5.641 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 8799], Speed: 6.179 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 8899], Speed: 5.869 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 8999], Speed: 6.243 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 9099], Speed: 5.621 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 9199], Speed: 6.401 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 9299], Speed: 6.264 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 9399], Speed: 5.745 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 9499], Speed: 6.781 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 9599], Speed: 5.918 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 9699], Speed: 5.974 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 9799], Speed: 5.746 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 9899], Speed: 6.028 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.208,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 9999], Speed: 5.701 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 10099], Speed: 5.517 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 10199], Speed: 5.740 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 10299], Speed: 5.767 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 10399], Speed: 5.852 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 10499], Speed: 5.916 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 10599], Speed: 5.489 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 10699], Speed: 5.860 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 10799], Speed: 5.471 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 10899], Speed: 5.748 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 10999], Speed: 5.705 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 11099], Speed: 6.123 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 11199], Speed: 5.818 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 11299], Speed: 5.747 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 11399], Speed: 5.869 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 11499], Speed: 6.481 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 11599], Speed: 5.880 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 11699], Speed: 6.046 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 11799], Speed: 5.683 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.701 [Epoch 19][Batch 11899], Speed: 6.003 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.700 [Epoch 19][Batch 11999], Speed: 6.154 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.700 [Epoch 19][Batch 12099], Speed: 5.644 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.234,RCNNAcc=0.939,RCNNL1Loss=0.700 [Epoch 19][Batch 12199], Speed: 5.777 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.700 [Epoch 19][Batch 12299], Speed: 5.620 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.700 [Epoch 19][Batch 12399], Speed: 5.831 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.700 [Epoch 19][Batch 12499], Speed: 6.229 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.700 [Epoch 19][Batch 12599], Speed: 6.006 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.700 [Epoch 19][Batch 12699], Speed: 5.747 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.700 [Epoch 19][Batch 12799], Speed: 5.690 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.700 [Epoch 19][Batch 12899], Speed: 6.445 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.700 [Epoch 19][Batch 12999], Speed: 5.741 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.700 [Epoch 19][Batch 13099], Speed: 5.995 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.700 [Epoch 19][Batch 13199], Speed: 6.193 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.700 [Epoch 19][Batch 13299], Speed: 6.008 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.700 [Epoch 19][Batch 13399], Speed: 5.913 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.700 [Epoch 19][Batch 13499], Speed: 5.427 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.700 [Epoch 19][Batch 13599], Speed: 5.405 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.700 [Epoch 19][Batch 13699], Speed: 6.045 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.700 [Epoch 19][Batch 13799], Speed: 5.761 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.700 [Epoch 19][Batch 13899], Speed: 5.600 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.700 [Epoch 19][Batch 13999], Speed: 6.067 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.700 [Epoch 19][Batch 14099], Speed: 5.900 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.700 [Epoch 19][Batch 14199], Speed: 5.622 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.700 [Epoch 19][Batch 14299], Speed: 5.912 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.700 [Epoch 19][Batch 14399], Speed: 5.985 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.700 [Epoch 19][Batch 14499], Speed: 6.207 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.700 [Epoch 19][Batch 14599], Speed: 5.931 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.209,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.700 [Epoch 19] Training cost: 19893.117, RPN_Conf=0.026,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.209 [Epoch 19] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.375 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.581 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.407 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.245 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.418 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.471 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.316 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.515 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.547 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.392 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.582 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.655 person=53.1 bicycle=26.5 car=43.3 motorcycle=41.4 airplane=52.1 bus=58.2 train=53.5 truck=30.2 boat=23.1 traffic light=26.6 fire hydrant=66.7 stop sign=63.9 parking meter=44.3 bench=22.1 bird=27.2 cat=62.9 dog=53.9 horse=52.1 sheep=48.5 cow=54.7 elephant=58.9 bear=44.2 zebra=60.5 giraffe=62.4 backpack=13.8 umbrella=33.5 handbag=12.3 tie=29.5 suitcase=31.5 frisbee=63.3 skis=21.1 snowboard=31.0 sports ball=43.4 kite=33.0 baseball bat=33.6 baseball glove=38.1 skateboard=52.9 surfboard=34.5 tennis racket=49.0 bottle=37.1 wine glass=34.7 cup=41.1 fork=34.4 knife=16.8 spoon=17.8 bowl=38.8 banana=22.3 apple=16.2 sandwich=24.5 orange=25.8 broccoli=18.2 carrot=14.7 hot dog=24.0 pizza=48.6 donut=42.9 cake=36.1 chair=24.7 couch=36.6 potted plant=24.5 bed=32.1 dining table=22.6 toilet=51.3 tv=52.8 laptop=54.1 mouse=59.3 remote=32.5 keyboard=44.0 cell phone=31.1 microwave=53.0 oven=29.7 toaster=25.3 sink=36.7 refrigerator=49.8 book=15.7 clock=46.3 vase=36.0 scissors=23.7 teddy bear=38.6 hair drier=8.4 toothbrush=24.1 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =37.5 [Epoch 19] Saving parameters to faster_rcnn_fpn_syncbn_resnest269_coco_0019_37.5000.params [Epoch 20] Set learning rate to 0.001 [Epoch 20][Batch 99], Speed: 6.289 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.213,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.700 [Epoch 20][Batch 199], Speed: 6.344 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.204,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.700 [Epoch 20][Batch 299], Speed: 6.107 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.201,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.700 [Epoch 20][Batch 399], Speed: 6.324 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.198,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.700 [Epoch 20][Batch 499], Speed: 5.697 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.198,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.700 [Epoch 20][Batch 599], Speed: 5.867 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.195,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.700 [Epoch 20][Batch 699], Speed: 6.438 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.143,RCNN_SmoothL1=0.197,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.700 [Epoch 20][Batch 799], Speed: 5.939 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.196,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.699 [Epoch 20][Batch 899], Speed: 5.594 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.197,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.699 [Epoch 20][Batch 999], Speed: 6.283 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.196,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.699 [Epoch 20][Batch 1099], Speed: 5.993 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.196,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.699 [Epoch 20][Batch 1199], Speed: 5.792 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.196,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.699 [Epoch 20][Batch 1299], Speed: 5.320 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.139,RCNN_SmoothL1=0.196,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.699 [Epoch 20][Batch 1399], Speed: 5.876 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.139,RCNN_SmoothL1=0.195,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.699 [Epoch 20][Batch 1499], Speed: 5.790 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.138,RCNN_SmoothL1=0.195,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.699 [Epoch 20][Batch 1599], Speed: 6.194 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.137,RCNN_SmoothL1=0.194,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.699 [Epoch 20][Batch 1699], Speed: 6.063 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.137,RCNN_SmoothL1=0.194,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.699 [Epoch 20][Batch 1799], Speed: 6.123 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.136,RCNN_SmoothL1=0.193,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.699 [Epoch 20][Batch 1899], Speed: 5.648 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.136,RCNN_SmoothL1=0.193,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.699 [Epoch 20][Batch 1999], Speed: 6.059 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.192,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.699 [Epoch 20][Batch 2099], Speed: 6.134 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.192,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.699 [Epoch 20][Batch 2199], Speed: 6.179 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.192,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.699 [Epoch 20][Batch 2299], Speed: 6.324 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.192,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.699 [Epoch 20][Batch 2399], Speed: 6.248 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.191,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.699 [Epoch 20][Batch 2499], Speed: 6.276 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.191,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.699 [Epoch 20][Batch 2599], Speed: 5.571 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.191,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.699 [Epoch 20][Batch 2699], Speed: 5.718 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.191,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.698 [Epoch 20][Batch 2799], Speed: 5.899 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.192,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.698 [Epoch 20][Batch 2899], Speed: 5.333 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.191,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.698 [Epoch 20][Batch 2999], Speed: 5.858 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.191,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.698 [Epoch 20][Batch 3099], Speed: 6.062 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.191,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.698 [Epoch 20][Batch 3199], Speed: 5.991 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.191,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.698 [Epoch 20][Batch 3299], Speed: 5.458 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.191,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.698 [Epoch 20][Batch 3399], Speed: 5.932 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.191,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.698 [Epoch 20][Batch 3499], Speed: 5.498 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.191,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.698 [Epoch 20][Batch 3599], Speed: 5.738 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.191,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.698 [Epoch 20][Batch 3699], Speed: 5.991 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.131,RCNN_SmoothL1=0.191,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.698 [Epoch 20][Batch 3799], Speed: 5.966 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.131,RCNN_SmoothL1=0.191,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.698 [Epoch 20][Batch 3899], Speed: 6.111 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.131,RCNN_SmoothL1=0.190,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.698 [Epoch 20][Batch 3999], Speed: 6.107 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.131,RCNN_SmoothL1=0.190,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.698 [Epoch 20][Batch 4099], Speed: 5.838 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.131,RCNN_SmoothL1=0.190,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.698 [Epoch 20][Batch 4199], Speed: 6.077 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.190,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.698 [Epoch 20][Batch 4299], Speed: 5.517 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.190,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.697 [Epoch 20][Batch 4399], Speed: 5.700 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.190,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.697 [Epoch 20][Batch 4499], Speed: 5.830 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.189,RPNAcc=0.989,RPNL1Loss=0.233,RCNNAcc=0.939,RCNNL1Loss=0.697 [Epoch 20][Batch 4599], Speed: 5.946 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.189,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.939,RCNNL1Loss=0.697 [Epoch 20][Batch 4699], Speed: 6.004 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.189,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.939,RCNNL1Loss=0.697 [Epoch 20][Batch 4799], Speed: 5.795 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.189,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.939,RCNNL1Loss=0.697 [Epoch 20][Batch 4899], Speed: 6.080 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.189,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.939,RCNNL1Loss=0.697 [Epoch 20][Batch 4999], Speed: 5.385 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.189,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.939,RCNNL1Loss=0.697 [Epoch 20][Batch 5099], Speed: 5.997 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.189,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.939,RCNNL1Loss=0.697 [Epoch 20][Batch 5199], Speed: 6.305 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.189,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.939,RCNNL1Loss=0.697 [Epoch 20][Batch 5299], Speed: 5.699 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.189,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.939,RCNNL1Loss=0.697 [Epoch 20][Batch 5399], Speed: 6.370 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.128,RCNN_SmoothL1=0.189,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.939,RCNNL1Loss=0.697 [Epoch 20][Batch 5499], Speed: 6.224 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.128,RCNN_SmoothL1=0.188,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.939,RCNNL1Loss=0.697 [Epoch 20][Batch 5599], Speed: 5.273 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.128,RCNN_SmoothL1=0.188,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.939,RCNNL1Loss=0.697 [Epoch 20][Batch 5699], Speed: 5.917 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.128,RCNN_SmoothL1=0.188,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.940,RCNNL1Loss=0.697 [Epoch 20][Batch 5799], Speed: 5.899 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.128,RCNN_SmoothL1=0.188,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.940,RCNNL1Loss=0.697 [Epoch 20][Batch 5899], Speed: 5.779 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.128,RCNN_SmoothL1=0.188,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.940,RCNNL1Loss=0.696 [Epoch 20][Batch 5999], Speed: 6.031 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.128,RCNN_SmoothL1=0.188,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.940,RCNNL1Loss=0.696 [Epoch 20][Batch 6099], Speed: 6.048 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.128,RCNN_SmoothL1=0.188,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.940,RCNNL1Loss=0.696 [Epoch 20][Batch 6199], Speed: 6.041 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.128,RCNN_SmoothL1=0.188,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.940,RCNNL1Loss=0.696 [Epoch 20][Batch 6299], Speed: 5.504 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.128,RCNN_SmoothL1=0.188,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.940,RCNNL1Loss=0.696 [Epoch 20][Batch 6399], Speed: 5.498 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.128,RCNN_SmoothL1=0.188,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.940,RCNNL1Loss=0.696 [Epoch 20][Batch 6499], Speed: 5.659 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.128,RCNN_SmoothL1=0.188,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.940,RCNNL1Loss=0.696 [Epoch 20][Batch 6599], Speed: 5.507 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.127,RCNN_SmoothL1=0.188,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.940,RCNNL1Loss=0.696 [Epoch 20][Batch 6699], Speed: 6.080 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.127,RCNN_SmoothL1=0.188,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.940,RCNNL1Loss=0.696 [Epoch 20][Batch 6799], Speed: 5.898 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.127,RCNN_SmoothL1=0.188,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.940,RCNNL1Loss=0.696 [Epoch 20][Batch 6899], Speed: 5.960 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.127,RCNN_SmoothL1=0.188,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.940,RCNNL1Loss=0.696 [Epoch 20][Batch 6999], Speed: 6.286 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.127,RCNN_SmoothL1=0.188,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.940,RCNNL1Loss=0.696 [Epoch 20][Batch 7099], Speed: 6.283 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.127,RCNN_SmoothL1=0.188,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.940,RCNNL1Loss=0.696 [Epoch 20][Batch 7199], Speed: 5.565 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.127,RCNN_SmoothL1=0.188,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.940,RCNNL1Loss=0.696 [Epoch 20][Batch 7299], Speed: 6.000 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.127,RCNN_SmoothL1=0.188,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.940,RCNNL1Loss=0.696 [Epoch 20][Batch 7399], Speed: 5.990 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.127,RCNN_SmoothL1=0.188,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.940,RCNNL1Loss=0.696 [Epoch 20][Batch 7499], Speed: 6.269 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.127,RCNN_SmoothL1=0.188,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.940,RCNNL1Loss=0.695 [Epoch 20][Batch 7599], Speed: 5.667 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.188,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.940,RCNNL1Loss=0.695 [Epoch 20][Batch 7699], Speed: 5.629 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.188,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.940,RCNNL1Loss=0.695 [Epoch 20][Batch 7799], Speed: 6.295 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.188,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.940,RCNNL1Loss=0.695 [Epoch 20][Batch 7899], Speed: 5.883 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.187,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.940,RCNNL1Loss=0.695 [Epoch 20][Batch 7999], Speed: 6.122 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.187,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.940,RCNNL1Loss=0.695 [Epoch 20][Batch 8099], Speed: 5.775 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.187,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.940,RCNNL1Loss=0.695 [Epoch 20][Batch 8199], Speed: 6.095 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.187,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.940,RCNNL1Loss=0.695 [Epoch 20][Batch 8299], Speed: 5.675 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.187,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.940,RCNNL1Loss=0.695 [Epoch 20][Batch 8399], Speed: 5.943 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.187,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.940,RCNNL1Loss=0.695 [Epoch 20][Batch 8499], Speed: 6.445 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.187,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.940,RCNNL1Loss=0.695 [Epoch 20][Batch 8599], Speed: 5.980 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.187,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.940,RCNNL1Loss=0.695 [Epoch 20][Batch 8699], Speed: 6.134 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.187,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.940,RCNNL1Loss=0.695 [Epoch 20][Batch 8799], Speed: 5.822 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.187,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.940,RCNNL1Loss=0.695 [Epoch 20][Batch 8899], Speed: 6.440 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.187,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.940,RCNNL1Loss=0.695 [Epoch 20][Batch 8999], Speed: 6.003 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.187,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.940,RCNNL1Loss=0.695 [Epoch 20][Batch 9099], Speed: 5.617 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.187,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.940,RCNNL1Loss=0.695 [Epoch 20][Batch 9199], Speed: 5.983 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.187,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.940,RCNNL1Loss=0.694 [Epoch 20][Batch 9299], Speed: 6.123 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.187,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.940,RCNNL1Loss=0.694 [Epoch 20][Batch 9399], Speed: 5.550 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.187,RPNAcc=0.989,RPNL1Loss=0.232,RCNNAcc=0.940,RCNNL1Loss=0.694 [Epoch 20][Batch 9499], Speed: 5.929 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.187,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.694 [Epoch 20][Batch 9599], Speed: 6.091 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.187,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.694 [Epoch 20][Batch 9699], Speed: 5.360 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.187,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.694 [Epoch 20][Batch 9799], Speed: 5.808 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.187,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.694 [Epoch 20][Batch 9899], Speed: 5.971 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.187,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.694 [Epoch 20][Batch 9999], Speed: 5.563 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.187,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.694 [Epoch 20][Batch 10099], Speed: 5.910 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.187,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.694 [Epoch 20][Batch 10199], Speed: 6.295 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.187,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.694 [Epoch 20][Batch 10299], Speed: 5.845 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.694 [Epoch 20][Batch 10399], Speed: 5.574 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.187,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.694 [Epoch 20][Batch 10499], Speed: 5.530 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.694 [Epoch 20][Batch 10599], Speed: 6.234 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.694 [Epoch 20][Batch 10699], Speed: 6.020 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.694 [Epoch 20][Batch 10799], Speed: 6.097 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.124,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.693 [Epoch 20][Batch 10899], Speed: 5.386 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.124,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.693 [Epoch 20][Batch 10999], Speed: 5.838 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.124,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.693 [Epoch 20][Batch 11099], Speed: 6.684 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.124,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.693 [Epoch 20][Batch 11199], Speed: 5.487 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.124,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.693 [Epoch 20][Batch 11299], Speed: 5.635 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.124,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.693 [Epoch 20][Batch 11399], Speed: 5.628 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.124,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.693 [Epoch 20][Batch 11499], Speed: 5.817 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.124,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.693 [Epoch 20][Batch 11599], Speed: 6.098 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.124,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.693 [Epoch 20][Batch 11699], Speed: 5.931 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.124,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.693 [Epoch 20][Batch 11799], Speed: 5.787 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.124,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.693 [Epoch 20][Batch 11899], Speed: 6.548 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.124,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.693 [Epoch 20][Batch 11999], Speed: 5.884 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.124,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.693 [Epoch 20][Batch 12099], Speed: 5.389 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.124,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.693 [Epoch 20][Batch 12199], Speed: 5.769 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.124,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.693 [Epoch 20][Batch 12299], Speed: 5.778 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.124,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.693 [Epoch 20][Batch 12399], Speed: 6.249 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.124,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.692 [Epoch 20][Batch 12499], Speed: 5.707 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.124,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.692 [Epoch 20][Batch 12599], Speed: 5.910 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.124,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.692 [Epoch 20][Batch 12699], Speed: 5.671 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.124,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.692 [Epoch 20][Batch 12799], Speed: 5.730 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.124,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.692 [Epoch 20][Batch 12899], Speed: 5.570 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.123,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.692 [Epoch 20][Batch 12999], Speed: 5.699 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.123,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.692 [Epoch 20][Batch 13099], Speed: 5.997 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.123,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.692 [Epoch 20][Batch 13199], Speed: 5.598 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.123,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.692 [Epoch 20][Batch 13299], Speed: 5.591 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.123,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.692 [Epoch 20][Batch 13399], Speed: 6.115 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.123,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.692 [Epoch 20][Batch 13499], Speed: 5.647 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.123,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.692 [Epoch 20][Batch 13599], Speed: 6.076 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.123,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.692 [Epoch 20][Batch 13699], Speed: 6.005 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.123,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.692 [Epoch 20][Batch 13799], Speed: 5.237 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.123,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.692 [Epoch 20][Batch 13899], Speed: 5.829 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.123,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.692 [Epoch 20][Batch 13999], Speed: 5.991 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.123,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.691 [Epoch 20][Batch 14099], Speed: 5.362 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.123,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.691 [Epoch 20][Batch 14199], Speed: 5.790 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.123,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.691 [Epoch 20][Batch 14299], Speed: 5.588 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.123,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.231,RCNNAcc=0.940,RCNNL1Loss=0.691 [Epoch 20][Batch 14399], Speed: 5.551 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.123,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.691 [Epoch 20][Batch 14499], Speed: 5.549 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.123,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.691 [Epoch 20][Batch 14599], Speed: 5.762 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.123,RCNN_SmoothL1=0.186,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.691 [Epoch 20] Training cost: 19970.674, RPN_Conf=0.018,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.123,RCNN_SmoothL1=0.185 [Epoch 20] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.458 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.668 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.500 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.304 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.495 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.580 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.356 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.574 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.606 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.447 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.642 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.743 person=57.6 bicycle=35.6 car=47.0 motorcycle=47.7 airplane=67.6 bus=68.2 train=67.8 truck=40.8 boat=32.2 traffic light=30.0 fire hydrant=71.1 stop sign=67.9 parking meter=54.7 bench=29.7 bird=38.0 cat=72.9 dog=65.6 horse=63.6 sheep=55.3 cow=59.0 elephant=64.1 bear=68.2 zebra=68.2 giraffe=67.6 backpack=18.1 umbrella=43.0 handbag=19.0 tie=42.1 suitcase=42.7 frisbee=70.1 skis=27.2 snowboard=46.0 sports ball=45.9 kite=40.3 baseball bat=42.2 baseball glove=43.3 skateboard=58.3 surfboard=42.1 tennis racket=57.6 bottle=43.7 wine glass=41.1 cup=47.6 fork=45.6 knife=27.9 spoon=26.4 bowl=44.4 banana=27.5 apple=23.2 sandwich=37.1 orange=31.4 broccoli=25.8 carrot=24.3 hot dog=38.8 pizza=56.6 donut=51.1 cake=42.9 chair=34.2 couch=42.7 potted plant=32.0 bed=43.1 dining table=29.7 toilet=61.7 tv=58.6 laptop=62.7 mouse=62.0 remote=39.9 keyboard=51.3 cell phone=39.7 microwave=61.2 oven=38.2 toaster=39.1 sink=42.2 refrigerator=61.8 book=19.6 clock=54.1 vase=42.8 scissors=37.5 teddy bear=51.6 hair drier=7.9 toothbrush=35.9 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =45.8 [Epoch 20] mAP 45.8 higher than current best [38.7] saving to faster_rcnn_fpn_syncbn_resnest269_coco_best.params [Epoch 20] Saving parameters to faster_rcnn_fpn_syncbn_resnest269_coco_0020_45.8000.params [Epoch 21][Batch 99], Speed: 6.652 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.109,RCNN_SmoothL1=0.175,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.691 [Epoch 21][Batch 199], Speed: 6.821 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.182,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.691 [Epoch 21][Batch 299], Speed: 5.921 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.182,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.691 [Epoch 21][Batch 399], Speed: 6.362 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.116,RCNN_SmoothL1=0.185,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.691 [Epoch 21][Batch 499], Speed: 6.046 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.183,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.691 [Epoch 21][Batch 599], Speed: 6.192 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.183,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.691 [Epoch 21][Batch 699], Speed: 5.621 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.183,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.691 [Epoch 21][Batch 799], Speed: 5.802 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.182,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.691 [Epoch 21][Batch 899], Speed: 6.052 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.182,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.690 [Epoch 21][Batch 999], Speed: 6.004 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.182,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.690 [Epoch 21][Batch 1099], Speed: 5.815 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.181,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.690 [Epoch 21][Batch 1199], Speed: 6.345 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.182,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.690 [Epoch 21][Batch 1299], Speed: 5.284 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.181,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.690 [Epoch 21][Batch 1399], Speed: 5.844 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.180,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.690 [Epoch 21][Batch 1499], Speed: 6.116 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.180,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.690 [Epoch 21][Batch 1599], Speed: 5.615 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.180,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.690 [Epoch 21][Batch 1699], Speed: 5.850 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.180,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.690 [Epoch 21][Batch 1799], Speed: 5.623 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.179,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.690 [Epoch 21][Batch 1899], Speed: 5.910 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.179,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.690 [Epoch 21][Batch 1999], Speed: 5.786 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.179,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.690 [Epoch 21][Batch 2099], Speed: 5.832 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.179,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.690 [Epoch 21][Batch 2199], Speed: 5.831 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.690 [Epoch 21][Batch 2299], Speed: 5.909 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.179,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.690 [Epoch 21][Batch 2399], Speed: 5.544 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.689 [Epoch 21][Batch 2499], Speed: 5.453 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.689 [Epoch 21][Batch 2599], Speed: 5.761 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.179,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.689 [Epoch 21][Batch 2699], Speed: 5.982 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.179,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.689 [Epoch 21][Batch 2799], Speed: 6.220 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.689 [Epoch 21][Batch 2899], Speed: 5.513 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.179,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.689 [Epoch 21][Batch 2999], Speed: 5.969 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.179,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.689 [Epoch 21][Batch 3099], Speed: 5.637 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.179,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.689 [Epoch 21][Batch 3199], Speed: 5.935 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.179,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.689 [Epoch 21][Batch 3299], Speed: 5.514 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.179,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.689 [Epoch 21][Batch 3399], Speed: 5.423 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.179,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.689 [Epoch 21][Batch 3499], Speed: 6.167 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.179,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.689 [Epoch 21][Batch 3599], Speed: 5.955 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.179,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.689 [Epoch 21][Batch 3699], Speed: 5.029 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.179,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.689 [Epoch 21][Batch 3799], Speed: 5.868 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.179,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.689 [Epoch 21][Batch 3899], Speed: 5.659 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.179,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.688 [Epoch 21][Batch 3999], Speed: 5.913 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.688 [Epoch 21][Batch 4099], Speed: 5.589 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.688 [Epoch 21][Batch 4199], Speed: 5.281 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.688 [Epoch 21][Batch 4299], Speed: 6.417 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.230,RCNNAcc=0.940,RCNNL1Loss=0.688 [Epoch 21][Batch 4399], Speed: 5.987 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.688 [Epoch 21][Batch 4499], Speed: 6.627 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.688 [Epoch 21][Batch 4599], Speed: 6.076 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.688 [Epoch 21][Batch 4699], Speed: 5.990 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.688 [Epoch 21][Batch 4799], Speed: 5.825 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.688 [Epoch 21][Batch 4899], Speed: 5.471 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.688 [Epoch 21][Batch 4999], Speed: 6.041 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.688 [Epoch 21][Batch 5099], Speed: 5.651 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.688 [Epoch 21][Batch 5199], Speed: 5.678 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.688 [Epoch 21][Batch 5299], Speed: 5.869 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.688 [Epoch 21][Batch 5399], Speed: 5.799 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.687 [Epoch 21][Batch 5499], Speed: 6.544 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.687 [Epoch 21][Batch 5599], Speed: 6.089 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.687 [Epoch 21][Batch 5699], Speed: 5.581 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.687 [Epoch 21][Batch 5799], Speed: 6.127 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.687 [Epoch 21][Batch 5899], Speed: 6.102 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.687 [Epoch 21][Batch 5999], Speed: 5.165 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.687 [Epoch 21][Batch 6099], Speed: 5.936 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.179,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.687 [Epoch 21][Batch 6199], Speed: 6.471 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.687 [Epoch 21][Batch 6299], Speed: 5.760 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.687 [Epoch 21][Batch 6399], Speed: 5.946 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.687 [Epoch 21][Batch 6499], Speed: 5.630 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.687 [Epoch 21][Batch 6599], Speed: 6.011 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.687 [Epoch 21][Batch 6699], Speed: 5.637 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.687 [Epoch 21][Batch 6799], Speed: 5.761 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.687 [Epoch 21][Batch 6899], Speed: 5.596 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.686 [Epoch 21][Batch 6999], Speed: 5.750 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.686 [Epoch 21][Batch 7099], Speed: 5.990 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.686 [Epoch 21][Batch 7199], Speed: 5.818 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.686 [Epoch 21][Batch 7299], Speed: 6.146 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.686 [Epoch 21][Batch 7399], Speed: 5.355 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.686 [Epoch 21][Batch 7499], Speed: 6.111 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.686 [Epoch 21][Batch 7599], Speed: 6.140 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.686 [Epoch 21][Batch 7699], Speed: 6.336 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.686 [Epoch 21][Batch 7799], Speed: 6.304 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.686 [Epoch 21][Batch 7899], Speed: 6.224 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.686 [Epoch 21][Batch 7999], Speed: 5.512 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.686 [Epoch 21][Batch 8099], Speed: 5.247 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.686 [Epoch 21][Batch 8199], Speed: 5.773 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.686 [Epoch 21][Batch 8299], Speed: 6.305 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.179,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.686 [Epoch 21][Batch 8399], Speed: 5.775 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.179,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.685 [Epoch 21][Batch 8499], Speed: 6.129 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.685 [Epoch 21][Batch 8599], Speed: 6.253 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.685 [Epoch 21][Batch 8699], Speed: 5.264 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.179,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.685 [Epoch 21][Batch 8799], Speed: 5.913 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.179,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.685 [Epoch 21][Batch 8899], Speed: 6.017 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.179,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.685 [Epoch 21][Batch 8999], Speed: 5.546 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.179,RPNAcc=0.989,RPNL1Loss=0.229,RCNNAcc=0.940,RCNNL1Loss=0.685 [Epoch 21][Batch 9099], Speed: 5.798 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.179,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.940,RCNNL1Loss=0.685 [Epoch 21][Batch 9199], Speed: 5.511 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.179,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.685 [Epoch 21][Batch 9299], Speed: 5.800 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.179,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.685 [Epoch 21][Batch 9399], Speed: 5.705 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.685 [Epoch 21][Batch 9499], Speed: 5.721 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.179,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.685 [Epoch 21][Batch 9599], Speed: 5.922 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.179,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.685 [Epoch 21][Batch 9699], Speed: 5.867 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.179,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.685 [Epoch 21][Batch 9799], Speed: 5.814 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.179,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.685 [Epoch 21][Batch 9899], Speed: 5.854 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.179,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.685 [Epoch 21][Batch 9999], Speed: 5.876 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.684 [Epoch 21][Batch 10099], Speed: 6.526 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.684 [Epoch 21][Batch 10199], Speed: 5.979 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.684 [Epoch 21][Batch 10299], Speed: 5.959 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.684 [Epoch 21][Batch 10399], Speed: 5.935 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.684 [Epoch 21][Batch 10499], Speed: 5.443 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.684 [Epoch 21][Batch 10599], Speed: 5.983 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.684 [Epoch 21][Batch 10699], Speed: 6.050 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.684 [Epoch 21][Batch 10799], Speed: 5.826 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.684 [Epoch 21][Batch 10899], Speed: 5.715 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.684 [Epoch 21][Batch 10999], Speed: 5.778 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.684 [Epoch 21][Batch 11099], Speed: 5.314 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.684 [Epoch 21][Batch 11199], Speed: 5.455 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.684 [Epoch 21][Batch 11299], Speed: 5.204 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.684 [Epoch 21][Batch 11399], Speed: 5.887 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.684 [Epoch 21][Batch 11499], Speed: 6.191 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.683 [Epoch 21][Batch 11599], Speed: 5.741 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.683 [Epoch 21][Batch 11699], Speed: 5.834 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.683 [Epoch 21][Batch 11799], Speed: 5.667 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.683 [Epoch 21][Batch 11899], Speed: 5.613 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.683 [Epoch 21][Batch 11999], Speed: 5.591 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.683 [Epoch 21][Batch 12099], Speed: 6.182 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.683 [Epoch 21][Batch 12199], Speed: 5.654 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.683 [Epoch 21][Batch 12299], Speed: 6.331 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.683 [Epoch 21][Batch 12399], Speed: 6.033 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.683 [Epoch 21][Batch 12499], Speed: 5.588 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.683 [Epoch 21][Batch 12599], Speed: 5.597 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.683 [Epoch 21][Batch 12699], Speed: 5.297 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.683 [Epoch 21][Batch 12799], Speed: 6.282 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.683 [Epoch 21][Batch 12899], Speed: 5.637 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.683 [Epoch 21][Batch 12999], Speed: 5.637 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.683 [Epoch 21][Batch 13099], Speed: 5.753 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.682 [Epoch 21][Batch 13199], Speed: 5.874 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.682 [Epoch 21][Batch 13299], Speed: 5.736 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.682 [Epoch 21][Batch 13399], Speed: 6.093 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.682 [Epoch 21][Batch 13499], Speed: 5.560 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.682 [Epoch 21][Batch 13599], Speed: 5.892 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.682 [Epoch 21][Batch 13699], Speed: 5.916 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.682 [Epoch 21][Batch 13799], Speed: 6.397 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.228,RCNNAcc=0.941,RCNNL1Loss=0.682 [Epoch 21][Batch 13899], Speed: 5.575 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.682 [Epoch 21][Batch 13999], Speed: 5.809 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.682 [Epoch 21][Batch 14099], Speed: 5.368 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.682 [Epoch 21][Batch 14199], Speed: 5.451 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.682 [Epoch 21][Batch 14299], Speed: 5.595 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.682 [Epoch 21][Batch 14399], Speed: 6.012 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.682 [Epoch 21][Batch 14499], Speed: 5.620 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.682 [Epoch 21][Batch 14599], Speed: 5.637 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.681 [Epoch 21] Training cost: 20115.769, RPN_Conf=0.016,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.178 [Epoch 21] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.462 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.675 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.500 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.301 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.497 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.584 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.359 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.575 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.607 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.439 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.638 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.745 person=57.8 bicycle=35.1 car=48.3 motorcycle=47.9 airplane=68.5 bus=68.5 train=68.2 truck=41.2 boat=31.3 traffic light=29.0 fire hydrant=70.4 stop sign=69.1 parking meter=53.0 bench=29.6 bird=38.9 cat=73.8 dog=66.4 horse=62.8 sheep=56.0 cow=61.3 elephant=64.8 bear=66.8 zebra=68.6 giraffe=67.7 backpack=18.1 umbrella=44.3 handbag=19.8 tie=40.9 suitcase=45.2 frisbee=70.8 skis=27.3 snowboard=47.9 sports ball=47.0 kite=38.4 baseball bat=40.2 baseball glove=44.3 skateboard=59.7 surfboard=42.4 tennis racket=58.0 bottle=44.4 wine glass=42.2 cup=48.4 fork=46.8 knife=27.1 spoon=28.2 bowl=45.4 banana=29.0 apple=23.8 sandwich=38.2 orange=31.1 broccoli=23.8 carrot=24.3 hot dog=40.5 pizza=55.9 donut=50.0 cake=41.5 chair=34.9 couch=41.2 potted plant=32.5 bed=41.4 dining table=29.2 toilet=63.0 tv=59.0 laptop=64.5 mouse=63.5 remote=40.5 keyboard=52.0 cell phone=40.0 microwave=59.7 oven=39.5 toaster=41.9 sink=43.1 refrigerator=63.6 book=20.1 clock=52.3 vase=41.9 scissors=40.4 teddy bear=52.4 hair drier=10.0 toothbrush=35.9 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =46.2 [Epoch 21] mAP 46.2 higher than current best [45.8] saving to faster_rcnn_fpn_syncbn_resnest269_coco_best.params [Epoch 21] Saving parameters to faster_rcnn_fpn_syncbn_resnest269_coco_0021_46.2000.params [Epoch 22][Batch 99], Speed: 6.464 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.172,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.681 [Epoch 22][Batch 199], Speed: 6.355 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.109,RCNN_SmoothL1=0.175,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.681 [Epoch 22][Batch 299], Speed: 6.186 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.173,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.681 [Epoch 22][Batch 399], Speed: 5.895 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.173,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.681 [Epoch 22][Batch 499], Speed: 5.669 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.173,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.681 [Epoch 22][Batch 599], Speed: 6.210 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.173,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.681 [Epoch 22][Batch 699], Speed: 5.925 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.173,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.681 [Epoch 22][Batch 799], Speed: 6.134 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.173,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.681 [Epoch 22][Batch 899], Speed: 5.980 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.173,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.681 [Epoch 22][Batch 999], Speed: 5.732 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.173,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.681 [Epoch 22][Batch 1099], Speed: 5.536 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.681 [Epoch 22][Batch 1199], Speed: 6.286 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.681 [Epoch 22][Batch 1299], Speed: 6.149 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.681 [Epoch 22][Batch 1399], Speed: 6.139 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.680 [Epoch 22][Batch 1499], Speed: 5.927 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.680 [Epoch 22][Batch 1599], Speed: 6.158 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.680 [Epoch 22][Batch 1699], Speed: 5.890 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.175,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.680 [Epoch 22][Batch 1799], Speed: 5.564 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.680 [Epoch 22][Batch 1899], Speed: 5.866 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.680 [Epoch 22][Batch 1999], Speed: 6.036 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.680 [Epoch 22][Batch 2099], Speed: 5.353 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.680 [Epoch 22][Batch 2199], Speed: 5.916 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.680 [Epoch 22][Batch 2299], Speed: 5.575 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.680 [Epoch 22][Batch 2399], Speed: 6.385 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.680 [Epoch 22][Batch 2499], Speed: 5.684 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.680 [Epoch 22][Batch 2599], Speed: 5.977 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.175,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.680 [Epoch 22][Batch 2699], Speed: 5.577 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.680 [Epoch 22][Batch 2799], Speed: 6.062 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.175,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.680 [Epoch 22][Batch 2899], Speed: 6.166 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.175,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.679 [Epoch 22][Batch 2999], Speed: 6.237 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.175,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.679 [Epoch 22][Batch 3099], Speed: 6.179 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.175,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.679 [Epoch 22][Batch 3199], Speed: 5.641 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.175,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.679 [Epoch 22][Batch 3299], Speed: 6.072 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.175,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.679 [Epoch 22][Batch 3399], Speed: 5.988 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.175,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.679 [Epoch 22][Batch 3499], Speed: 5.647 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.175,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.679 [Epoch 22][Batch 3599], Speed: 6.126 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.175,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.679 [Epoch 22][Batch 3699], Speed: 5.632 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.175,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.679 [Epoch 22][Batch 3799], Speed: 6.181 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.175,RPNAcc=0.989,RPNL1Loss=0.227,RCNNAcc=0.941,RCNNL1Loss=0.679 [Epoch 22][Batch 3899], Speed: 6.139 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.175,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.679 [Epoch 22][Batch 3999], Speed: 5.755 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.175,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.679 [Epoch 22][Batch 4099], Speed: 5.995 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.175,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.679 [Epoch 22][Batch 4199], Speed: 5.850 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.175,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.679 [Epoch 22][Batch 4299], Speed: 5.705 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.175,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.679 [Epoch 22][Batch 4399], Speed: 5.927 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.175,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.678 [Epoch 22][Batch 4499], Speed: 5.708 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.175,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.678 [Epoch 22][Batch 4599], Speed: 5.571 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.175,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.678 [Epoch 22][Batch 4699], Speed: 5.776 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.175,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.678 [Epoch 22][Batch 4799], Speed: 5.710 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.175,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.678 [Epoch 22][Batch 4899], Speed: 5.778 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.175,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.678 [Epoch 22][Batch 4999], Speed: 5.712 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.175,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.678 [Epoch 22][Batch 5099], Speed: 5.628 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.175,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.678 [Epoch 22][Batch 5199], Speed: 5.510 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.175,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.678 [Epoch 22][Batch 5299], Speed: 5.629 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.175,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.678 [Epoch 22][Batch 5399], Speed: 6.069 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.175,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.678 [Epoch 22][Batch 5499], Speed: 5.857 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.175,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.678 [Epoch 22][Batch 5599], Speed: 5.871 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.175,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.678 [Epoch 22][Batch 5699], Speed: 5.971 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.175,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.678 [Epoch 22][Batch 5799], Speed: 5.731 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.175,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.678 [Epoch 22][Batch 5899], Speed: 5.588 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.175,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.677 [Epoch 22][Batch 5999], Speed: 6.106 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.175,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.677 [Epoch 22][Batch 6099], Speed: 5.843 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.677 [Epoch 22][Batch 6199], Speed: 5.653 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.677 [Epoch 22][Batch 6299], Speed: 5.828 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.677 [Epoch 22][Batch 6399], Speed: 5.716 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.677 [Epoch 22][Batch 6499], Speed: 6.081 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.677 [Epoch 22][Batch 6599], Speed: 6.112 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.677 [Epoch 22][Batch 6699], Speed: 5.985 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.677 [Epoch 22][Batch 6799], Speed: 5.719 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.677 [Epoch 22][Batch 6899], Speed: 6.110 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.677 [Epoch 22][Batch 6999], Speed: 5.612 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.677 [Epoch 22][Batch 7099], Speed: 5.781 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.677 [Epoch 22][Batch 7199], Speed: 5.341 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.677 [Epoch 22][Batch 7299], Speed: 5.696 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.677 [Epoch 22][Batch 7399], Speed: 5.573 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.676 [Epoch 22][Batch 7499], Speed: 6.131 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.676 [Epoch 22][Batch 7599], Speed: 5.701 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.676 [Epoch 22][Batch 7699], Speed: 6.040 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.676 [Epoch 22][Batch 7799], Speed: 6.012 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.676 [Epoch 22][Batch 7899], Speed: 6.113 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.676 [Epoch 22][Batch 7999], Speed: 5.996 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.676 [Epoch 22][Batch 8099], Speed: 5.979 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.676 [Epoch 22][Batch 8199], Speed: 6.210 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.676 [Epoch 22][Batch 8299], Speed: 6.364 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.676 [Epoch 22][Batch 8399], Speed: 5.753 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.676 [Epoch 22][Batch 8499], Speed: 6.252 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.676 [Epoch 22][Batch 8599], Speed: 5.450 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.676 [Epoch 22][Batch 8699], Speed: 5.722 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.226,RCNNAcc=0.941,RCNNL1Loss=0.676 [Epoch 22][Batch 8799], Speed: 5.880 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.989,RPNL1Loss=0.225,RCNNAcc=0.941,RCNNL1Loss=0.676 [Epoch 22][Batch 8899], Speed: 6.230 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.941,RCNNL1Loss=0.676 [Epoch 22][Batch 8999], Speed: 5.578 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.941,RCNNL1Loss=0.675 [Epoch 22][Batch 9099], Speed: 6.347 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.941,RCNNL1Loss=0.675 [Epoch 22][Batch 9199], Speed: 5.593 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.941,RCNNL1Loss=0.675 [Epoch 22][Batch 9299], Speed: 5.716 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.941,RCNNL1Loss=0.675 [Epoch 22][Batch 9399], Speed: 6.265 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.941,RCNNL1Loss=0.675 [Epoch 22][Batch 9499], Speed: 5.957 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.941,RCNNL1Loss=0.675 [Epoch 22][Batch 9599], Speed: 6.083 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.941,RCNNL1Loss=0.675 [Epoch 22][Batch 9699], Speed: 6.084 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.941,RCNNL1Loss=0.675 [Epoch 22][Batch 9799], Speed: 6.235 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.941,RCNNL1Loss=0.675 [Epoch 22][Batch 9899], Speed: 6.082 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.941,RCNNL1Loss=0.675 [Epoch 22][Batch 9999], Speed: 6.195 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.941,RCNNL1Loss=0.675 [Epoch 22][Batch 10099], Speed: 5.936 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.941,RCNNL1Loss=0.675 [Epoch 22][Batch 10199], Speed: 5.850 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.941,RCNNL1Loss=0.675 [Epoch 22][Batch 10299], Speed: 5.822 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.941,RCNNL1Loss=0.675 [Epoch 22][Batch 10399], Speed: 6.303 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.941,RCNNL1Loss=0.675 [Epoch 22][Batch 10499], Speed: 5.932 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.941,RCNNL1Loss=0.674 [Epoch 22][Batch 10599], Speed: 5.907 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.941,RCNNL1Loss=0.674 [Epoch 22][Batch 10699], Speed: 5.978 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.941,RCNNL1Loss=0.674 [Epoch 22][Batch 10799], Speed: 5.850 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.941,RCNNL1Loss=0.674 [Epoch 22][Batch 10899], Speed: 5.582 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.941,RCNNL1Loss=0.674 [Epoch 22][Batch 10999], Speed: 6.695 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.941,RCNNL1Loss=0.674 [Epoch 22][Batch 11099], Speed: 5.323 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.941,RCNNL1Loss=0.674 [Epoch 22][Batch 11199], Speed: 5.998 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.941,RCNNL1Loss=0.674 [Epoch 22][Batch 11299], Speed: 5.679 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.941,RCNNL1Loss=0.674 [Epoch 22][Batch 11399], Speed: 5.879 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.941,RCNNL1Loss=0.674 [Epoch 22][Batch 11499], Speed: 5.696 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.941,RCNNL1Loss=0.674 [Epoch 22][Batch 11599], Speed: 6.786 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.941,RCNNL1Loss=0.674 [Epoch 22][Batch 11699], Speed: 6.156 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.941,RCNNL1Loss=0.674 [Epoch 22][Batch 11799], Speed: 6.790 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.941,RCNNL1Loss=0.674 [Epoch 22][Batch 11899], Speed: 6.114 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.941,RCNNL1Loss=0.674 [Epoch 22][Batch 11999], Speed: 6.466 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.941,RCNNL1Loss=0.673 [Epoch 22][Batch 12099], Speed: 5.550 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.941,RCNNL1Loss=0.673 [Epoch 22][Batch 12199], Speed: 6.396 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.942,RCNNL1Loss=0.673 [Epoch 22][Batch 12299], Speed: 5.777 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.942,RCNNL1Loss=0.673 [Epoch 22][Batch 12399], Speed: 5.588 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.942,RCNNL1Loss=0.673 [Epoch 22][Batch 12499], Speed: 6.228 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.942,RCNNL1Loss=0.673 [Epoch 22][Batch 12599], Speed: 6.427 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.942,RCNNL1Loss=0.673 [Epoch 22][Batch 12699], Speed: 5.972 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.942,RCNNL1Loss=0.673 [Epoch 22][Batch 12799], Speed: 6.470 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.942,RCNNL1Loss=0.673 [Epoch 22][Batch 12899], Speed: 5.817 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.942,RCNNL1Loss=0.673 [Epoch 22][Batch 12999], Speed: 5.475 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.942,RCNNL1Loss=0.673 [Epoch 22][Batch 13099], Speed: 4.957 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.942,RCNNL1Loss=0.673 [Epoch 22][Batch 13199], Speed: 6.124 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.942,RCNNL1Loss=0.673 [Epoch 22][Batch 13299], Speed: 5.597 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.942,RCNNL1Loss=0.673 [Epoch 22][Batch 13399], Speed: 6.396 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.942,RCNNL1Loss=0.673 [Epoch 22][Batch 13499], Speed: 5.644 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.942,RCNNL1Loss=0.673 [Epoch 22][Batch 13599], Speed: 5.625 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.225,RCNNAcc=0.942,RCNNL1Loss=0.672 [Epoch 22][Batch 13699], Speed: 5.314 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.672 [Epoch 22][Batch 13799], Speed: 6.046 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.672 [Epoch 22][Batch 13899], Speed: 5.834 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.672 [Epoch 22][Batch 13999], Speed: 6.000 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.672 [Epoch 22][Batch 14099], Speed: 5.685 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.672 [Epoch 22][Batch 14199], Speed: 5.484 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.672 [Epoch 22][Batch 14299], Speed: 5.868 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.672 [Epoch 22][Batch 14399], Speed: 5.647 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.672 [Epoch 22][Batch 14499], Speed: 5.781 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.672 [Epoch 22][Batch 14599], Speed: 5.248 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.672 [Epoch 22] Training cost: 19899.348, RPN_Conf=0.015,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.174 [Epoch 22] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.461 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.673 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.501 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.302 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.499 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.587 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.358 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.575 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.607 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.437 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.640 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.735 person=58.0 bicycle=35.1 car=48.4 motorcycle=47.6 airplane=68.8 bus=68.9 train=69.1 truck=40.3 boat=31.0 traffic light=29.7 fire hydrant=70.5 stop sign=67.1 parking meter=53.1 bench=29.9 bird=38.5 cat=73.3 dog=66.6 horse=64.7 sheep=56.4 cow=59.1 elephant=64.9 bear=66.5 zebra=68.1 giraffe=65.6 backpack=19.4 umbrella=43.7 handbag=20.1 tie=40.9 suitcase=44.0 frisbee=70.2 skis=27.7 snowboard=49.3 sports ball=46.2 kite=41.3 baseball bat=39.6 baseball glove=43.8 skateboard=57.8 surfboard=43.4 tennis racket=56.5 bottle=43.5 wine glass=42.7 cup=48.2 fork=46.4 knife=28.8 spoon=27.2 bowl=44.9 banana=28.5 apple=23.7 sandwich=37.8 orange=32.1 broccoli=22.2 carrot=24.3 hot dog=42.5 pizza=56.9 donut=49.4 cake=42.0 chair=34.7 couch=44.6 potted plant=32.3 bed=42.3 dining table=30.3 toilet=62.5 tv=59.2 laptop=63.5 mouse=62.7 remote=42.2 keyboard=52.4 cell phone=40.1 microwave=63.8 oven=39.7 toaster=32.5 sink=40.9 refrigerator=64.1 book=19.7 clock=52.9 vase=42.5 scissors=39.5 teddy bear=52.9 hair drier=9.2 toothbrush=35.3 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =46.1 [Epoch 22] Saving parameters to faster_rcnn_fpn_syncbn_resnest269_coco_0022_46.1000.params [Epoch 23][Batch 99], Speed: 6.378 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.100,RCNN_SmoothL1=0.169,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.672 [Epoch 23][Batch 199], Speed: 6.415 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.172,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.672 [Epoch 23][Batch 299], Speed: 5.666 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.104,RCNN_SmoothL1=0.173,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.672 [Epoch 23][Batch 399], Speed: 5.498 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.172,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.672 [Epoch 23][Batch 499], Speed: 5.434 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.172,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.671 [Epoch 23][Batch 599], Speed: 5.964 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.171,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.671 [Epoch 23][Batch 699], Speed: 6.305 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.171,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.671 [Epoch 23][Batch 799], Speed: 6.062 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.671 [Epoch 23][Batch 899], Speed: 5.856 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.169,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.671 [Epoch 23][Batch 999], Speed: 6.453 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.169,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.671 [Epoch 23][Batch 1099], Speed: 6.050 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.169,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.671 [Epoch 23][Batch 1199], Speed: 5.714 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.168,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.671 [Epoch 23][Batch 1299], Speed: 6.020 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.168,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.671 [Epoch 23][Batch 1399], Speed: 5.462 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.168,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.671 [Epoch 23][Batch 1499], Speed: 5.670 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.100,RCNN_SmoothL1=0.168,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.671 [Epoch 23][Batch 1599], Speed: 5.974 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.168,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.671 [Epoch 23][Batch 1699], Speed: 5.932 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.168,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.671 [Epoch 23][Batch 1799], Speed: 5.604 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.168,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.671 [Epoch 23][Batch 1899], Speed: 5.736 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.169,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.671 [Epoch 23][Batch 1999], Speed: 5.548 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.169,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.670 [Epoch 23][Batch 2099], Speed: 5.725 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.169,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.670 [Epoch 23][Batch 2199], Speed: 5.514 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.169,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.670 [Epoch 23][Batch 2299], Speed: 6.178 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.169,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.670 [Epoch 23][Batch 2399], Speed: 5.908 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.169,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.670 [Epoch 23][Batch 2499], Speed: 5.592 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.169,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.670 [Epoch 23][Batch 2599], Speed: 6.239 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.670 [Epoch 23][Batch 2699], Speed: 6.485 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.169,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.670 [Epoch 23][Batch 2799], Speed: 6.184 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.670 [Epoch 23][Batch 2899], Speed: 6.229 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.670 [Epoch 23][Batch 2999], Speed: 5.943 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.670 [Epoch 23][Batch 3099], Speed: 6.265 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.670 [Epoch 23][Batch 3199], Speed: 6.064 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.670 [Epoch 23][Batch 3299], Speed: 5.813 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.670 [Epoch 23][Batch 3399], Speed: 5.647 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.670 [Epoch 23][Batch 3499], Speed: 5.659 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.171,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.669 [Epoch 23][Batch 3599], Speed: 5.974 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.171,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.669 [Epoch 23][Batch 3699], Speed: 5.796 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.171,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.669 [Epoch 23][Batch 3799], Speed: 5.451 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.224,RCNNAcc=0.942,RCNNL1Loss=0.669 [Epoch 23][Batch 3899], Speed: 6.135 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.669 [Epoch 23][Batch 3999], Speed: 5.976 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.669 [Epoch 23][Batch 4099], Speed: 5.975 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.669 [Epoch 23][Batch 4199], Speed: 6.191 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.669 [Epoch 23][Batch 4299], Speed: 5.776 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.669 [Epoch 23][Batch 4399], Speed: 5.858 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.669 [Epoch 23][Batch 4499], Speed: 5.356 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.669 [Epoch 23][Batch 4599], Speed: 6.403 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.669 [Epoch 23][Batch 4699], Speed: 5.358 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.669 [Epoch 23][Batch 4799], Speed: 6.060 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.669 [Epoch 23][Batch 4899], Speed: 6.081 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.669 [Epoch 23][Batch 4999], Speed: 5.893 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.668 [Epoch 23][Batch 5099], Speed: 6.098 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.668 [Epoch 23][Batch 5199], Speed: 5.607 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.668 [Epoch 23][Batch 5299], Speed: 6.079 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.668 [Epoch 23][Batch 5399], Speed: 6.253 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.668 [Epoch 23][Batch 5499], Speed: 5.995 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.668 [Epoch 23][Batch 5599], Speed: 6.061 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.171,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.668 [Epoch 23][Batch 5699], Speed: 5.867 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.668 [Epoch 23][Batch 5799], Speed: 6.152 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.668 [Epoch 23][Batch 5899], Speed: 5.736 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.171,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.668 [Epoch 23][Batch 5999], Speed: 5.834 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.668 [Epoch 23][Batch 6099], Speed: 5.720 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.668 [Epoch 23][Batch 6199], Speed: 5.946 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.668 [Epoch 23][Batch 6299], Speed: 6.106 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.171,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.668 [Epoch 23][Batch 6399], Speed: 6.103 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.171,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.668 [Epoch 23][Batch 6499], Speed: 6.173 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.667 [Epoch 23][Batch 6599], Speed: 6.118 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.667 [Epoch 23][Batch 6699], Speed: 6.279 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.667 [Epoch 23][Batch 6799], Speed: 5.800 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.667 [Epoch 23][Batch 6899], Speed: 5.509 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.667 [Epoch 23][Batch 6999], Speed: 5.481 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.667 [Epoch 23][Batch 7099], Speed: 6.131 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.667 [Epoch 23][Batch 7199], Speed: 6.079 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.667 [Epoch 23][Batch 7299], Speed: 5.927 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.667 [Epoch 23][Batch 7399], Speed: 5.597 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.667 [Epoch 23][Batch 7499], Speed: 6.168 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.667 [Epoch 23][Batch 7599], Speed: 5.706 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.667 [Epoch 23][Batch 7699], Speed: 5.321 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.667 [Epoch 23][Batch 7799], Speed: 6.090 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.667 [Epoch 23][Batch 7899], Speed: 5.617 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.667 [Epoch 23][Batch 7999], Speed: 6.107 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.667 [Epoch 23][Batch 8099], Speed: 5.711 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.666 [Epoch 23][Batch 8199], Speed: 5.613 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.666 [Epoch 23][Batch 8299], Speed: 6.358 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.666 [Epoch 23][Batch 8399], Speed: 5.655 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.666 [Epoch 23][Batch 8499], Speed: 5.797 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.666 [Epoch 23][Batch 8599], Speed: 5.687 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.666 [Epoch 23][Batch 8699], Speed: 5.749 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.666 [Epoch 23][Batch 8799], Speed: 6.221 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.223,RCNNAcc=0.942,RCNNL1Loss=0.666 [Epoch 23][Batch 8899], Speed: 6.150 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.171,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.666 [Epoch 23][Batch 8999], Speed: 6.206 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.171,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.666 [Epoch 23][Batch 9099], Speed: 6.300 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.171,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.666 [Epoch 23][Batch 9199], Speed: 5.821 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.171,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.666 [Epoch 23][Batch 9299], Speed: 5.670 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.666 [Epoch 23][Batch 9399], Speed: 5.835 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.666 [Epoch 23][Batch 9499], Speed: 5.783 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.171,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.666 [Epoch 23][Batch 9599], Speed: 6.110 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.171,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.665 [Epoch 23][Batch 9699], Speed: 5.838 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.665 [Epoch 23][Batch 9799], Speed: 5.932 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.171,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.665 [Epoch 23][Batch 9899], Speed: 5.990 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.171,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.665 [Epoch 23][Batch 9999], Speed: 6.455 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.171,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.665 [Epoch 23][Batch 10099], Speed: 5.793 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.665 [Epoch 23][Batch 10199], Speed: 5.709 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.665 [Epoch 23][Batch 10299], Speed: 5.855 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.665 [Epoch 23][Batch 10399], Speed: 6.324 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.665 [Epoch 23][Batch 10499], Speed: 5.849 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.665 [Epoch 23][Batch 10599], Speed: 6.286 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.665 [Epoch 23][Batch 10699], Speed: 5.565 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.665 [Epoch 23][Batch 10799], Speed: 5.634 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.665 [Epoch 23][Batch 10899], Speed: 5.853 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.665 [Epoch 23][Batch 10999], Speed: 6.199 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.665 [Epoch 23][Batch 11099], Speed: 5.870 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.665 [Epoch 23][Batch 11199], Speed: 5.519 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.664 [Epoch 23][Batch 11299], Speed: 5.819 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.664 [Epoch 23][Batch 11399], Speed: 5.927 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.664 [Epoch 23][Batch 11499], Speed: 6.188 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.664 [Epoch 23][Batch 11599], Speed: 5.960 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.664 [Epoch 23][Batch 11699], Speed: 5.935 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.664 [Epoch 23][Batch 11799], Speed: 5.385 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.664 [Epoch 23][Batch 11899], Speed: 5.678 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.664 [Epoch 23][Batch 11999], Speed: 5.717 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.664 [Epoch 23][Batch 12099], Speed: 5.947 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.664 [Epoch 23][Batch 12199], Speed: 6.452 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.664 [Epoch 23][Batch 12299], Speed: 5.408 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.664 [Epoch 23][Batch 12399], Speed: 6.288 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.664 [Epoch 23][Batch 12499], Speed: 6.005 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.664 [Epoch 23][Batch 12599], Speed: 5.464 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.664 [Epoch 23][Batch 12699], Speed: 5.634 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.664 [Epoch 23][Batch 12799], Speed: 5.718 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.663 [Epoch 23][Batch 12899], Speed: 5.981 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.663 [Epoch 23][Batch 12999], Speed: 5.964 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.663 [Epoch 23][Batch 13099], Speed: 5.231 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.663 [Epoch 23][Batch 13199], Speed: 5.902 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.663 [Epoch 23][Batch 13299], Speed: 5.813 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.663 [Epoch 23][Batch 13399], Speed: 5.288 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.663 [Epoch 23][Batch 13499], Speed: 5.418 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.663 [Epoch 23][Batch 13599], Speed: 6.448 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.663 [Epoch 23][Batch 13699], Speed: 5.754 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.663 [Epoch 23][Batch 13799], Speed: 5.584 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.663 [Epoch 23][Batch 13899], Speed: 5.551 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.222,RCNNAcc=0.942,RCNNL1Loss=0.663 [Epoch 23][Batch 13999], Speed: 6.405 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.942,RCNNL1Loss=0.663 [Epoch 23][Batch 14099], Speed: 5.721 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.942,RCNNL1Loss=0.663 [Epoch 23][Batch 14199], Speed: 6.056 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.942,RCNNL1Loss=0.663 [Epoch 23][Batch 14299], Speed: 5.493 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.942,RCNNL1Loss=0.663 [Epoch 23][Batch 14399], Speed: 5.904 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.942,RCNNL1Loss=0.662 [Epoch 23][Batch 14499], Speed: 5.975 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.942,RCNNL1Loss=0.662 [Epoch 23][Batch 14599], Speed: 5.426 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.942,RCNNL1Loss=0.662 [Epoch 23] Training cost: 19963.261, RPN_Conf=0.014,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.170 [Epoch 23] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.460 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.673 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.504 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.305 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.497 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.585 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.357 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.570 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.601 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.431 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.633 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.738 person=57.6 bicycle=34.4 car=48.7 motorcycle=48.4 airplane=69.0 bus=68.9 train=69.3 truck=43.3 boat=30.5 traffic light=29.7 fire hydrant=71.1 stop sign=68.3 parking meter=52.2 bench=30.0 bird=39.3 cat=72.4 dog=66.8 horse=63.7 sheep=56.2 cow=60.0 elephant=65.0 bear=67.4 zebra=67.1 giraffe=68.3 backpack=19.7 umbrella=43.6 handbag=19.5 tie=40.7 suitcase=39.0 frisbee=69.3 skis=27.6 snowboard=48.7 sports ball=45.1 kite=40.2 baseball bat=39.0 baseball glove=43.6 skateboard=58.1 surfboard=42.9 tennis racket=57.3 bottle=43.1 wine glass=42.2 cup=48.0 fork=45.6 knife=29.2 spoon=26.5 bowl=44.5 banana=28.9 apple=23.4 sandwich=36.9 orange=31.5 broccoli=24.0 carrot=23.8 hot dog=44.0 pizza=55.4 donut=48.9 cake=41.0 chair=34.5 couch=42.5 potted plant=32.3 bed=42.3 dining table=31.1 toilet=63.3 tv=58.9 laptop=64.7 mouse=62.0 remote=40.0 keyboard=52.9 cell phone=40.8 microwave=63.5 oven=38.4 toaster=41.0 sink=41.2 refrigerator=63.2 book=19.4 clock=52.2 vase=43.0 scissors=35.8 teddy bear=51.3 hair drier=8.8 toothbrush=37.7 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =46.0 [Epoch 23] Saving parameters to faster_rcnn_fpn_syncbn_resnest269_coco_0023_46.0000.params [Epoch 24] Set learning rate to 0.0001 [Epoch 24][Batch 99], Speed: 6.131 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.098,RCNN_SmoothL1=0.173,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.942,RCNNL1Loss=0.662 [Epoch 24][Batch 199], Speed: 6.181 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.098,RCNN_SmoothL1=0.172,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.942,RCNNL1Loss=0.662 [Epoch 24][Batch 299], Speed: 6.281 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.168,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.942,RCNNL1Loss=0.662 [Epoch 24][Batch 399], Speed: 6.052 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.166,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.942,RCNNL1Loss=0.662 [Epoch 24][Batch 499], Speed: 6.136 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.942,RCNNL1Loss=0.662 [Epoch 24][Batch 599], Speed: 5.716 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.942,RCNNL1Loss=0.662 [Epoch 24][Batch 699], Speed: 5.796 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.943,RCNNL1Loss=0.662 [Epoch 24][Batch 799], Speed: 5.882 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.943,RCNNL1Loss=0.662 [Epoch 24][Batch 899], Speed: 5.944 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.943,RCNNL1Loss=0.662 [Epoch 24][Batch 999], Speed: 6.098 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.943,RCNNL1Loss=0.662 [Epoch 24][Batch 1099], Speed: 5.720 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.943,RCNNL1Loss=0.662 [Epoch 24][Batch 1199], Speed: 6.423 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.943,RCNNL1Loss=0.662 [Epoch 24][Batch 1299], Speed: 5.912 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.943,RCNNL1Loss=0.661 [Epoch 24][Batch 1399], Speed: 5.886 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.943,RCNNL1Loss=0.661 [Epoch 24][Batch 1499], Speed: 6.071 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.943,RCNNL1Loss=0.661 [Epoch 24][Batch 1599], Speed: 5.951 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.943,RCNNL1Loss=0.661 [Epoch 24][Batch 1699], Speed: 5.253 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.943,RCNNL1Loss=0.661 [Epoch 24][Batch 1799], Speed: 6.002 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.943,RCNNL1Loss=0.661 [Epoch 24][Batch 1899], Speed: 6.098 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.943,RCNNL1Loss=0.661 [Epoch 24][Batch 1999], Speed: 5.896 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.943,RCNNL1Loss=0.661 [Epoch 24][Batch 2099], Speed: 5.980 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.943,RCNNL1Loss=0.661 [Epoch 24][Batch 2199], Speed: 6.469 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.943,RCNNL1Loss=0.661 [Epoch 24][Batch 2299], Speed: 6.028 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.943,RCNNL1Loss=0.661 [Epoch 24][Batch 2399], Speed: 5.828 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.943,RCNNL1Loss=0.661 [Epoch 24][Batch 2499], Speed: 5.737 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.943,RCNNL1Loss=0.661 [Epoch 24][Batch 2599], Speed: 5.650 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.943,RCNNL1Loss=0.661 [Epoch 24][Batch 2699], Speed: 5.654 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.943,RCNNL1Loss=0.660 [Epoch 24][Batch 2799], Speed: 6.498 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.943,RCNNL1Loss=0.660 [Epoch 24][Batch 2899], Speed: 6.161 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.943,RCNNL1Loss=0.660 [Epoch 24][Batch 2999], Speed: 6.128 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.943,RCNNL1Loss=0.660 [Epoch 24][Batch 3099], Speed: 5.988 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.943,RCNNL1Loss=0.660 [Epoch 24][Batch 3199], Speed: 5.944 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.943,RCNNL1Loss=0.660 [Epoch 24][Batch 3299], Speed: 5.653 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.943,RCNNL1Loss=0.660 [Epoch 24][Batch 3399], Speed: 5.293 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.943,RCNNL1Loss=0.660 [Epoch 24][Batch 3499], Speed: 5.596 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.943,RCNNL1Loss=0.660 [Epoch 24][Batch 3599], Speed: 5.588 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.943,RCNNL1Loss=0.660 [Epoch 24][Batch 3699], Speed: 6.215 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.943,RCNNL1Loss=0.660 [Epoch 24][Batch 3799], Speed: 6.034 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.943,RCNNL1Loss=0.660 [Epoch 24][Batch 3899], Speed: 6.286 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.943,RCNNL1Loss=0.660 [Epoch 24][Batch 3999], Speed: 5.680 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.943,RCNNL1Loss=0.660 [Epoch 24][Batch 4099], Speed: 5.749 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.221,RCNNAcc=0.943,RCNNL1Loss=0.660 [Epoch 24][Batch 4199], Speed: 5.819 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.659 [Epoch 24][Batch 4299], Speed: 5.978 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.659 [Epoch 24][Batch 4399], Speed: 6.335 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.659 [Epoch 24][Batch 4499], Speed: 5.608 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.659 [Epoch 24][Batch 4599], Speed: 6.009 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.659 [Epoch 24][Batch 4699], Speed: 5.790 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.659 [Epoch 24][Batch 4799], Speed: 5.555 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.659 [Epoch 24][Batch 4899], Speed: 5.703 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.659 [Epoch 24][Batch 4999], Speed: 5.540 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.659 [Epoch 24][Batch 5099], Speed: 5.769 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.659 [Epoch 24][Batch 5199], Speed: 5.401 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.659 [Epoch 24][Batch 5299], Speed: 6.244 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.659 [Epoch 24][Batch 5399], Speed: 6.071 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.659 [Epoch 24][Batch 5499], Speed: 5.431 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.659 [Epoch 24][Batch 5599], Speed: 5.193 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.659 [Epoch 24][Batch 5699], Speed: 5.568 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.658 [Epoch 24][Batch 5799], Speed: 5.942 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.658 [Epoch 24][Batch 5899], Speed: 5.761 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.658 [Epoch 24][Batch 5999], Speed: 6.166 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.658 [Epoch 24][Batch 6099], Speed: 6.271 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.658 [Epoch 24][Batch 6199], Speed: 5.762 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.658 [Epoch 24][Batch 6299], Speed: 5.634 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.658 [Epoch 24][Batch 6399], Speed: 5.955 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.658 [Epoch 24][Batch 6499], Speed: 5.790 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.658 [Epoch 24][Batch 6599], Speed: 5.750 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.658 [Epoch 24][Batch 6699], Speed: 6.112 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.658 [Epoch 24][Batch 6799], Speed: 5.615 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.658 [Epoch 24][Batch 6899], Speed: 6.163 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.658 [Epoch 24][Batch 6999], Speed: 5.329 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.658 [Epoch 24][Batch 7099], Speed: 6.137 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.658 [Epoch 24][Batch 7199], Speed: 6.171 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.657 [Epoch 24][Batch 7299], Speed: 6.098 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.657 [Epoch 24][Batch 7399], Speed: 5.932 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.657 [Epoch 24][Batch 7499], Speed: 5.963 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.657 [Epoch 24][Batch 7599], Speed: 5.919 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.657 [Epoch 24][Batch 7699], Speed: 5.875 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.657 [Epoch 24][Batch 7799], Speed: 6.284 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.657 [Epoch 24][Batch 7899], Speed: 6.161 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.657 [Epoch 24][Batch 7999], Speed: 5.674 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.657 [Epoch 24][Batch 8099], Speed: 5.919 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.657 [Epoch 24][Batch 8199], Speed: 6.332 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.657 [Epoch 24][Batch 8299], Speed: 6.348 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.657 [Epoch 24][Batch 8399], Speed: 6.132 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.657 [Epoch 24][Batch 8499], Speed: 5.503 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.657 [Epoch 24][Batch 8599], Speed: 5.975 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.657 [Epoch 24][Batch 8699], Speed: 5.636 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.656 [Epoch 24][Batch 8799], Speed: 5.642 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.656 [Epoch 24][Batch 8899], Speed: 6.123 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.656 [Epoch 24][Batch 8999], Speed: 6.004 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.220,RCNNAcc=0.943,RCNNL1Loss=0.656 [Epoch 24][Batch 9099], Speed: 6.060 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.656 [Epoch 24][Batch 9199], Speed: 5.838 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.656 [Epoch 24][Batch 9299], Speed: 6.055 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.656 [Epoch 24][Batch 9399], Speed: 5.520 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.656 [Epoch 24][Batch 9499], Speed: 5.482 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.656 [Epoch 24][Batch 9599], Speed: 5.392 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.656 [Epoch 24][Batch 9699], Speed: 5.130 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.656 [Epoch 24][Batch 9799], Speed: 5.869 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.656 [Epoch 24][Batch 9899], Speed: 6.052 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.656 [Epoch 24][Batch 9999], Speed: 6.181 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.656 [Epoch 24][Batch 10099], Speed: 5.826 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.656 [Epoch 24][Batch 10199], Speed: 5.926 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.655 [Epoch 24][Batch 10299], Speed: 6.218 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.655 [Epoch 24][Batch 10399], Speed: 5.903 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.655 [Epoch 24][Batch 10499], Speed: 6.109 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.655 [Epoch 24][Batch 10599], Speed: 5.956 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.655 [Epoch 24][Batch 10699], Speed: 5.572 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.655 [Epoch 24][Batch 10799], Speed: 5.955 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.655 [Epoch 24][Batch 10899], Speed: 5.461 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.655 [Epoch 24][Batch 10999], Speed: 6.145 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.655 [Epoch 24][Batch 11099], Speed: 5.913 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.655 [Epoch 24][Batch 11199], Speed: 5.643 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.655 [Epoch 24][Batch 11299], Speed: 5.659 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.655 [Epoch 24][Batch 11399], Speed: 5.801 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.655 [Epoch 24][Batch 11499], Speed: 5.760 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.655 [Epoch 24][Batch 11599], Speed: 5.903 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.655 [Epoch 24][Batch 11699], Speed: 5.796 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.655 [Epoch 24][Batch 11799], Speed: 5.505 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.654 [Epoch 24][Batch 11899], Speed: 5.887 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.654 [Epoch 24][Batch 11999], Speed: 6.120 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.654 [Epoch 24][Batch 12099], Speed: 6.072 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.654 [Epoch 24][Batch 12199], Speed: 5.374 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.654 [Epoch 24][Batch 12299], Speed: 6.324 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.654 [Epoch 24][Batch 12399], Speed: 5.517 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.654 [Epoch 24][Batch 12499], Speed: 6.015 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.654 [Epoch 24][Batch 12599], Speed: 5.927 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.654 [Epoch 24][Batch 12699], Speed: 5.848 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.654 [Epoch 24][Batch 12799], Speed: 6.442 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.654 [Epoch 24][Batch 12899], Speed: 6.027 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.654 [Epoch 24][Batch 12999], Speed: 5.960 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.654 [Epoch 24][Batch 13099], Speed: 5.888 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.654 [Epoch 24][Batch 13199], Speed: 5.657 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.654 [Epoch 24][Batch 13299], Speed: 6.525 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.654 [Epoch 24][Batch 13399], Speed: 5.558 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.653 [Epoch 24][Batch 13499], Speed: 6.055 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.653 [Epoch 24][Batch 13599], Speed: 5.583 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.653 [Epoch 24][Batch 13699], Speed: 6.337 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.653 [Epoch 24][Batch 13799], Speed: 5.450 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.653 [Epoch 24][Batch 13899], Speed: 5.953 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.653 [Epoch 24][Batch 13999], Speed: 6.189 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.653 [Epoch 24][Batch 14099], Speed: 6.090 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.219,RCNNAcc=0.943,RCNNL1Loss=0.653 [Epoch 24][Batch 14199], Speed: 5.843 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.943,RCNNL1Loss=0.653 [Epoch 24][Batch 14299], Speed: 6.385 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.943,RCNNL1Loss=0.653 [Epoch 24][Batch 14399], Speed: 5.908 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.943,RCNNL1Loss=0.653 [Epoch 24][Batch 14499], Speed: 6.042 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.943,RCNNL1Loss=0.653 [Epoch 24][Batch 14599], Speed: 6.129 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.943,RCNNL1Loss=0.653 [Epoch 24] Training cost: 19922.120, RPN_Conf=0.013,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.165 [Epoch 24] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.465 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.675 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.507 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.306 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.499 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.594 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.359 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.573 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.604 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.435 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.635 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.741 person=58.0 bicycle=34.8 car=48.5 motorcycle=49.8 airplane=69.6 bus=70.3 train=69.6 truck=42.7 boat=31.0 traffic light=29.6 fire hydrant=71.4 stop sign=68.3 parking meter=53.4 bench=30.8 bird=39.6 cat=73.7 dog=67.5 horse=63.6 sheep=57.0 cow=59.7 elephant=66.1 bear=67.5 zebra=68.8 giraffe=69.5 backpack=20.1 umbrella=44.5 handbag=20.4 tie=41.7 suitcase=41.6 frisbee=69.9 skis=28.3 snowboard=50.0 sports ball=46.1 kite=42.0 baseball bat=42.0 baseball glove=43.9 skateboard=59.3 surfboard=43.6 tennis racket=57.2 bottle=43.5 wine glass=42.4 cup=48.7 fork=46.5 knife=28.8 spoon=26.3 bowl=45.0 banana=28.7 apple=24.6 sandwich=36.5 orange=31.2 broccoli=25.0 carrot=24.3 hot dog=45.2 pizza=56.4 donut=49.0 cake=41.7 chair=34.6 couch=44.7 potted plant=32.3 bed=43.7 dining table=31.0 toilet=63.4 tv=59.7 laptop=64.8 mouse=61.6 remote=42.6 keyboard=52.5 cell phone=41.5 microwave=65.5 oven=39.1 toaster=35.8 sink=43.6 refrigerator=62.2 book=19.9 clock=53.6 vase=43.0 scissors=37.7 teddy bear=51.6 hair drier=6.6 toothbrush=34.1 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =46.5 [Epoch 24] mAP 46.5 higher than current best [46.2] saving to faster_rcnn_fpn_syncbn_resnest269_coco_best.params [Epoch 24] Saving parameters to faster_rcnn_fpn_syncbn_resnest269_coco_0024_46.5000.params [Epoch 25][Batch 99], Speed: 6.227 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.097,RCNN_SmoothL1=0.171,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.943,RCNNL1Loss=0.653 [Epoch 25][Batch 199], Speed: 6.156 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.165,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.943,RCNNL1Loss=0.653 [Epoch 25][Batch 299], Speed: 6.077 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.943,RCNNL1Loss=0.652 [Epoch 25][Batch 399], Speed: 5.680 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.093,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.943,RCNNL1Loss=0.652 [Epoch 25][Batch 499], Speed: 6.055 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.093,RCNN_SmoothL1=0.162,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.943,RCNNL1Loss=0.652 [Epoch 25][Batch 599], Speed: 5.248 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.943,RCNNL1Loss=0.652 [Epoch 25][Batch 699], Speed: 6.547 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.093,RCNN_SmoothL1=0.162,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.943,RCNNL1Loss=0.652 [Epoch 25][Batch 799], Speed: 6.064 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.943,RCNNL1Loss=0.652 [Epoch 25][Batch 899], Speed: 6.124 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.093,RCNN_SmoothL1=0.162,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.943,RCNNL1Loss=0.652 [Epoch 25][Batch 999], Speed: 5.321 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.162,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.943,RCNNL1Loss=0.652 [Epoch 25][Batch 1099], Speed: 6.251 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.162,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.943,RCNNL1Loss=0.652 [Epoch 25][Batch 1199], Speed: 6.175 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.162,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.943,RCNNL1Loss=0.652 [Epoch 25][Batch 1299], Speed: 5.543 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.943,RCNNL1Loss=0.652 [Epoch 25][Batch 1399], Speed: 5.572 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.943,RCNNL1Loss=0.652 [Epoch 25][Batch 1499], Speed: 6.408 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.943,RCNNL1Loss=0.652 [Epoch 25][Batch 1599], Speed: 5.697 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.943,RCNNL1Loss=0.652 [Epoch 25][Batch 1699], Speed: 6.166 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.943,RCNNL1Loss=0.652 [Epoch 25][Batch 1799], Speed: 5.985 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.943,RCNNL1Loss=0.651 [Epoch 25][Batch 1899], Speed: 6.081 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.943,RCNNL1Loss=0.651 [Epoch 25][Batch 1999], Speed: 5.643 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.943,RCNNL1Loss=0.651 [Epoch 25][Batch 2099], Speed: 6.071 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.943,RCNNL1Loss=0.651 [Epoch 25][Batch 2199], Speed: 6.569 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.943,RCNNL1Loss=0.651 [Epoch 25][Batch 2299], Speed: 6.138 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.943,RCNNL1Loss=0.651 [Epoch 25][Batch 2399], Speed: 5.722 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.943,RCNNL1Loss=0.651 [Epoch 25][Batch 2499], Speed: 6.069 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.943,RCNNL1Loss=0.651 [Epoch 25][Batch 2599], Speed: 5.847 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.943,RCNNL1Loss=0.651 [Epoch 25][Batch 2699], Speed: 6.894 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.943,RCNNL1Loss=0.651 [Epoch 25][Batch 2799], Speed: 5.724 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.943,RCNNL1Loss=0.651 [Epoch 25][Batch 2899], Speed: 5.946 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.943,RCNNL1Loss=0.651 [Epoch 25][Batch 2999], Speed: 5.580 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.943,RCNNL1Loss=0.651 [Epoch 25][Batch 3099], Speed: 6.244 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.943,RCNNL1Loss=0.651 [Epoch 25][Batch 3199], Speed: 6.071 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.943,RCNNL1Loss=0.651 [Epoch 25][Batch 3299], Speed: 5.727 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.943,RCNNL1Loss=0.651 [Epoch 25][Batch 3399], Speed: 5.566 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.944,RCNNL1Loss=0.650 [Epoch 25][Batch 3499], Speed: 5.978 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.944,RCNNL1Loss=0.650 [Epoch 25][Batch 3599], Speed: 5.268 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.944,RCNNL1Loss=0.650 [Epoch 25][Batch 3699], Speed: 5.652 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.944,RCNNL1Loss=0.650 [Epoch 25][Batch 3799], Speed: 5.771 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.944,RCNNL1Loss=0.650 [Epoch 25][Batch 3899], Speed: 5.657 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.944,RCNNL1Loss=0.650 [Epoch 25][Batch 3999], Speed: 5.695 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.944,RCNNL1Loss=0.650 [Epoch 25][Batch 4099], Speed: 6.177 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.944,RCNNL1Loss=0.650 [Epoch 25][Batch 4199], Speed: 5.960 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.944,RCNNL1Loss=0.650 [Epoch 25][Batch 4299], Speed: 6.034 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.944,RCNNL1Loss=0.650 [Epoch 25][Batch 4399], Speed: 5.732 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.944,RCNNL1Loss=0.650 [Epoch 25][Batch 4499], Speed: 6.111 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.944,RCNNL1Loss=0.650 [Epoch 25][Batch 4599], Speed: 5.686 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.218,RCNNAcc=0.944,RCNNL1Loss=0.650 [Epoch 25][Batch 4699], Speed: 6.432 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.650 [Epoch 25][Batch 4799], Speed: 5.982 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.650 [Epoch 25][Batch 4899], Speed: 6.077 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.649 [Epoch 25][Batch 4999], Speed: 5.533 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.649 [Epoch 25][Batch 5099], Speed: 6.326 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.649 [Epoch 25][Batch 5199], Speed: 5.344 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.649 [Epoch 25][Batch 5299], Speed: 5.822 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.649 [Epoch 25][Batch 5399], Speed: 5.407 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.649 [Epoch 25][Batch 5499], Speed: 5.443 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.649 [Epoch 25][Batch 5599], Speed: 5.905 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.163,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.649 [Epoch 25][Batch 5699], Speed: 5.721 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.649 [Epoch 25][Batch 5799], Speed: 5.397 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.649 [Epoch 25][Batch 5899], Speed: 5.906 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.649 [Epoch 25][Batch 5999], Speed: 5.441 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.649 [Epoch 25][Batch 6099], Speed: 5.620 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.649 [Epoch 25][Batch 6199], Speed: 5.930 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.649 [Epoch 25][Batch 6299], Speed: 5.800 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.095,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.649 [Epoch 25][Batch 6399], Speed: 5.421 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.649 [Epoch 25][Batch 6499], Speed: 5.474 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.648 [Epoch 25][Batch 6599], Speed: 5.507 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.648 [Epoch 25][Batch 6699], Speed: 6.328 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.648 [Epoch 25][Batch 6799], Speed: 6.045 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.648 [Epoch 25][Batch 6899], Speed: 5.585 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.648 [Epoch 25][Batch 6999], Speed: 5.426 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.648 [Epoch 25][Batch 7099], Speed: 6.473 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.648 [Epoch 25][Batch 7199], Speed: 5.757 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.648 [Epoch 25][Batch 7299], Speed: 5.430 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.648 [Epoch 25][Batch 7399], Speed: 6.291 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.648 [Epoch 25][Batch 7499], Speed: 6.094 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.648 [Epoch 25][Batch 7599], Speed: 6.068 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.648 [Epoch 25][Batch 7699], Speed: 6.076 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.648 [Epoch 25][Batch 7799], Speed: 5.609 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.648 [Epoch 25][Batch 7899], Speed: 5.917 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.648 [Epoch 25][Batch 7999], Speed: 5.882 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.648 [Epoch 25][Batch 8099], Speed: 5.823 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.648 [Epoch 25][Batch 8199], Speed: 5.732 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.647 [Epoch 25][Batch 8299], Speed: 5.939 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.647 [Epoch 25][Batch 8399], Speed: 5.990 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.647 [Epoch 25][Batch 8499], Speed: 5.677 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.647 [Epoch 25][Batch 8599], Speed: 5.536 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.647 [Epoch 25][Batch 8699], Speed: 6.006 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.647 [Epoch 25][Batch 8799], Speed: 5.957 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.647 [Epoch 25][Batch 8899], Speed: 5.782 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.647 [Epoch 25][Batch 8999], Speed: 6.701 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.647 [Epoch 25][Batch 9099], Speed: 5.907 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.647 [Epoch 25][Batch 9199], Speed: 5.716 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.647 [Epoch 25][Batch 9299], Speed: 5.678 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.647 [Epoch 25][Batch 9399], Speed: 5.255 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.647 [Epoch 25][Batch 9499], Speed: 6.092 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.647 [Epoch 25][Batch 9599], Speed: 5.935 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.647 [Epoch 25][Batch 9699], Speed: 5.913 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.647 [Epoch 25][Batch 9799], Speed: 6.032 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.646 [Epoch 25][Batch 9899], Speed: 6.066 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.646 [Epoch 25][Batch 9999], Speed: 6.013 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.217,RCNNAcc=0.944,RCNNL1Loss=0.646 [Epoch 25][Batch 10099], Speed: 6.138 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.646 [Epoch 25][Batch 10199], Speed: 5.996 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.646 [Epoch 25][Batch 10299], Speed: 6.182 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.646 [Epoch 25][Batch 10399], Speed: 5.732 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.646 [Epoch 25][Batch 10499], Speed: 6.165 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.646 [Epoch 25][Batch 10599], Speed: 6.027 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.646 [Epoch 25][Batch 10699], Speed: 6.200 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.646 [Epoch 25][Batch 10799], Speed: 5.738 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.646 [Epoch 25][Batch 10899], Speed: 6.082 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.646 [Epoch 25][Batch 10999], Speed: 6.392 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.646 [Epoch 25][Batch 11099], Speed: 5.938 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.646 [Epoch 25][Batch 11199], Speed: 5.800 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.646 [Epoch 25][Batch 11299], Speed: 5.749 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.646 [Epoch 25][Batch 11399], Speed: 5.614 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.646 [Epoch 25][Batch 11499], Speed: 5.823 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.645 [Epoch 25][Batch 11599], Speed: 6.151 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.645 [Epoch 25][Batch 11699], Speed: 5.947 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.645 [Epoch 25][Batch 11799], Speed: 5.705 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.645 [Epoch 25][Batch 11899], Speed: 6.008 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.645 [Epoch 25][Batch 11999], Speed: 5.930 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.645 [Epoch 25][Batch 12099], Speed: 5.658 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.645 [Epoch 25][Batch 12199], Speed: 6.444 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.645 [Epoch 25][Batch 12299], Speed: 5.787 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.645 [Epoch 25][Batch 12399], Speed: 6.017 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.645 [Epoch 25][Batch 12499], Speed: 5.710 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.645 [Epoch 25][Batch 12599], Speed: 5.670 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.645 [Epoch 25][Batch 12699], Speed: 5.763 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.645 [Epoch 25][Batch 12799], Speed: 5.694 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.645 [Epoch 25][Batch 12899], Speed: 5.592 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.645 [Epoch 25][Batch 12999], Speed: 5.738 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.645 [Epoch 25][Batch 13099], Speed: 5.981 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.644 [Epoch 25][Batch 13199], Speed: 5.760 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.644 [Epoch 25][Batch 13299], Speed: 5.544 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.644 [Epoch 25][Batch 13399], Speed: 5.772 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.644 [Epoch 25][Batch 13499], Speed: 6.406 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.644 [Epoch 25][Batch 13599], Speed: 5.876 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.644 [Epoch 25][Batch 13699], Speed: 5.631 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.644 [Epoch 25][Batch 13799], Speed: 5.683 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.644 [Epoch 25][Batch 13899], Speed: 6.197 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.644 [Epoch 25][Batch 13999], Speed: 5.212 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.644 [Epoch 25][Batch 14099], Speed: 5.784 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.644 [Epoch 25][Batch 14199], Speed: 5.437 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.644 [Epoch 25][Batch 14299], Speed: 5.820 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.644 [Epoch 25][Batch 14399], Speed: 6.333 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.644 [Epoch 25][Batch 14499], Speed: 5.421 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.644 [Epoch 25][Batch 14599], Speed: 5.363 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164,RPNAcc=0.990,RPNL1Loss=0.216,RCNNAcc=0.944,RCNNL1Loss=0.644 [Epoch 25] Training cost: 20028.291, RPN_Conf=0.012,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.094,RCNN_SmoothL1=0.164 [Epoch 25] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.464 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.674 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.508 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.306 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.499 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.594 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.359 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.573 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.603 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.433 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.634 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.740 person=58.1 bicycle=34.6 car=48.6 motorcycle=48.7 airplane=68.8 bus=69.6 train=69.1 truck=42.4 boat=31.1 traffic light=29.3 fire hydrant=71.1 stop sign=69.0 parking meter=53.7 bench=30.5 bird=38.8 cat=74.5 dog=67.2 horse=64.6 sheep=57.6 cow=60.1 elephant=67.2 bear=69.7 zebra=68.1 giraffe=69.9 backpack=19.3 umbrella=44.4 handbag=20.3 tie=41.8 suitcase=40.2 frisbee=70.3 skis=28.6 snowboard=48.6 sports ball=46.3 kite=41.1 baseball bat=42.9 baseball glove=43.9 skateboard=59.6 surfboard=44.2 tennis racket=57.6 bottle=43.6 wine glass=42.9 cup=49.0 fork=46.7 knife=28.7 spoon=26.7 bowl=45.4 banana=29.4 apple=24.3 sandwich=37.9 orange=31.6 broccoli=23.1 carrot=24.7 hot dog=44.8 pizza=56.3 donut=49.4 cake=41.0 chair=35.0 couch=44.3 potted plant=32.2 bed=42.9 dining table=30.5 toilet=62.7 tv=59.9 laptop=64.7 mouse=62.7 remote=41.8 keyboard=52.5 cell phone=41.8 microwave=64.2 oven=38.3 toaster=32.2 sink=42.7 refrigerator=62.1 book=20.2 clock=52.9 vase=42.6 scissors=36.6 teddy bear=51.9 hair drier=7.2 toothbrush=35.4 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =46.4 [Epoch 25] Saving parameters to faster_rcnn_fpn_syncbn_resnest269_coco_0025_46.4000.params