Namespace(batch_size=4, dataset='voc', epochs=20, gpus='0,1,2,3', log_interval=100, lr=0.001, lr_decay=0.1, lr_decay_epoch='14,20', lr_warmup=-1, max_size=1000, momentum=0.9, network='resnet50_v1b', num_workers=4, resume='', save_interval=1, save_prefix='faster_rcnn_resnet50_v1b_voc', seed=233, short=600, start_epoch=0, val_interval=1, verbose=False, wd=0.0005)
Start training from [Epoch 0]
[Epoch 0][Batch 99], Speed: 11.735 samples/sec, RPN_Conf=0.655,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.773,RCNN_SmoothL1=0.345,RPNAcc=0.877,RPNL1Loss=0.392,RCNNAcc=0.845,RCNNL1Loss=2.392
[Epoch 0][Batch 199], Speed: 12.458 samples/sec, RPN_Conf=0.503,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.668,RCNN_SmoothL1=0.364,RPNAcc=0.907,RPNL1Loss=0.400,RCNNAcc=0.851,RCNNL1Loss=2.422
[Epoch 0][Batch 299], Speed: 12.679 samples/sec, RPN_Conf=0.387,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.609,RCNN_SmoothL1=0.367,RPNAcc=0.919,RPNL1Loss=0.403,RCNNAcc=0.854,RCNNL1Loss=2.403
[Epoch 0][Batch 399], Speed: 12.541 samples/sec, RPN_Conf=0.327,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.572,RCNN_SmoothL1=0.369,RPNAcc=0.926,RPNL1Loss=0.400,RCNNAcc=0.855,RCNNL1Loss=2.399
[Epoch 0][Batch 499], Speed: 12.630 samples/sec, RPN_Conf=0.290,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.532,RCNN_SmoothL1=0.369,RPNAcc=0.929,RPNL1Loss=0.405,RCNNAcc=0.859,RCNNL1Loss=2.393
[Epoch 0][Batch 599], Speed: 12.620 samples/sec, RPN_Conf=0.267,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.502,RCNN_SmoothL1=0.371,RPNAcc=0.931,RPNL1Loss=0.406,RCNNAcc=0.861,RCNNL1Loss=2.380
[Epoch 0][Batch 699], Speed: 12.703 samples/sec, RPN_Conf=0.247,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.475,RCNN_SmoothL1=0.372,RPNAcc=0.933,RPNL1Loss=0.402,RCNNAcc=0.865,RCNNL1Loss=2.372
[Epoch 0][Batch 799], Speed: 12.785 samples/sec, RPN_Conf=0.233,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.457,RCNN_SmoothL1=0.372,RPNAcc=0.935,RPNL1Loss=0.398,RCNNAcc=0.867,RCNNL1Loss=2.361
[Epoch 0][Batch 899], Speed: 12.588 samples/sec, RPN_Conf=0.222,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.444,RCNN_SmoothL1=0.375,RPNAcc=0.936,RPNL1Loss=0.395,RCNNAcc=0.869,RCNNL1Loss=2.351
[Epoch 0][Batch 999], Speed: 12.695 samples/sec, RPN_Conf=0.215,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.431,RCNN_SmoothL1=0.376,RPNAcc=0.936,RPNL1Loss=0.393,RCNNAcc=0.870,RCNNL1Loss=2.340
[Epoch 0][Batch 1099], Speed: 12.603 samples/sec, RPN_Conf=0.207,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.421,RCNN_SmoothL1=0.376,RPNAcc=0.937,RPNL1Loss=0.390,RCNNAcc=0.871,RCNNL1Loss=2.332
[Epoch 0][Batch 1199], Speed: 12.495 samples/sec, RPN_Conf=0.201,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.411,RCNN_SmoothL1=0.377,RPNAcc=0.938,RPNL1Loss=0.387,RCNNAcc=0.873,RCNNL1Loss=2.325
[Epoch 0][Batch 1299], Speed: 12.637 samples/sec, RPN_Conf=0.196,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.401,RCNN_SmoothL1=0.376,RPNAcc=0.938,RPNL1Loss=0.387,RCNNAcc=0.875,RCNNL1Loss=2.313
[Epoch 0][Batch 1399], Speed: 12.543 samples/sec, RPN_Conf=0.191,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.393,RCNN_SmoothL1=0.377,RPNAcc=0.938,RPNL1Loss=0.387,RCNNAcc=0.876,RCNNL1Loss=2.306
[Epoch 0][Batch 1499], Speed: 12.595 samples/sec, RPN_Conf=0.187,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.387,RCNN_SmoothL1=0.377,RPNAcc=0.938,RPNL1Loss=0.386,RCNNAcc=0.877,RCNNL1Loss=2.295
[Epoch 0][Batch 1599], Speed: 12.608 samples/sec, RPN_Conf=0.183,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.381,RCNN_SmoothL1=0.376,RPNAcc=0.939,RPNL1Loss=0.385,RCNNAcc=0.878,RCNNL1Loss=2.286
[Epoch 0][Batch 1699], Speed: 12.607 samples/sec, RPN_Conf=0.179,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.376,RPNAcc=0.940,RPNL1Loss=0.384,RCNNAcc=0.879,RCNNL1Loss=2.276
[Epoch 0][Batch 1799], Speed: 12.667 samples/sec, RPN_Conf=0.176,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.370,RCNN_SmoothL1=0.375,RPNAcc=0.940,RPNL1Loss=0.384,RCNNAcc=0.880,RCNNL1Loss=2.268
[Epoch 0][Batch 1899], Speed: 12.650 samples/sec, RPN_Conf=0.173,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.375,RPNAcc=0.941,RPNL1Loss=0.383,RCNNAcc=0.881,RCNNL1Loss=2.258
[Epoch 0][Batch 1999], Speed: 12.570 samples/sec, RPN_Conf=0.170,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.362,RCNN_SmoothL1=0.374,RPNAcc=0.942,RPNL1Loss=0.383,RCNNAcc=0.882,RCNNL1Loss=2.250
[Epoch 0][Batch 2099], Speed: 12.612 samples/sec, RPN_Conf=0.168,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.359,RCNN_SmoothL1=0.374,RPNAcc=0.942,RPNL1Loss=0.382,RCNNAcc=0.883,RCNNL1Loss=2.240
[Epoch 0][Batch 2199], Speed: 12.631 samples/sec, RPN_Conf=0.166,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.354,RCNN_SmoothL1=0.373,RPNAcc=0.942,RPNL1Loss=0.382,RCNNAcc=0.884,RCNNL1Loss=2.233
[Epoch 0][Batch 2299], Speed: 12.630 samples/sec, RPN_Conf=0.163,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.372,RPNAcc=0.943,RPNL1Loss=0.381,RCNNAcc=0.885,RCNNL1Loss=2.223
[Epoch 0][Batch 2399], Speed: 12.631 samples/sec, RPN_Conf=0.161,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.348,RCNN_SmoothL1=0.372,RPNAcc=0.944,RPNL1Loss=0.379,RCNNAcc=0.885,RCNNL1Loss=2.216
[Epoch 0][Batch 2499], Speed: 12.644 samples/sec, RPN_Conf=0.159,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.345,RCNN_SmoothL1=0.371,RPNAcc=0.944,RPNL1Loss=0.377,RCNNAcc=0.886,RCNNL1Loss=2.209
[Epoch 0][Batch 2599], Speed: 12.557 samples/sec, RPN_Conf=0.157,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.370,RPNAcc=0.945,RPNL1Loss=0.376,RCNNAcc=0.887,RCNNL1Loss=2.200
[Epoch 0][Batch 2699], Speed: 12.655 samples/sec, RPN_Conf=0.156,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.370,RPNAcc=0.945,RPNL1Loss=0.375,RCNNAcc=0.887,RCNNL1Loss=2.193
[Epoch 0][Batch 2799], Speed: 12.667 samples/sec, RPN_Conf=0.154,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.369,RPNAcc=0.945,RPNL1Loss=0.374,RCNNAcc=0.888,RCNNL1Loss=2.184
[Epoch 0][Batch 2899], Speed: 12.631 samples/sec, RPN_Conf=0.153,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.368,RPNAcc=0.946,RPNL1Loss=0.374,RCNNAcc=0.888,RCNNL1Loss=2.175
[Epoch 0][Batch 2999], Speed: 12.612 samples/sec, RPN_Conf=0.152,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.333,RCNN_SmoothL1=0.367,RPNAcc=0.946,RPNL1Loss=0.373,RCNNAcc=0.889,RCNNL1Loss=2.167
[Epoch 0][Batch 3099], Speed: 12.675 samples/sec, RPN_Conf=0.150,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.332,RCNN_SmoothL1=0.367,RPNAcc=0.946,RPNL1Loss=0.371,RCNNAcc=0.889,RCNNL1Loss=2.159
[Epoch 0][Batch 3199], Speed: 12.690 samples/sec, RPN_Conf=0.149,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.366,RPNAcc=0.947,RPNL1Loss=0.370,RCNNAcc=0.889,RCNNL1Loss=2.150
[Epoch 0][Batch 3299], Speed: 12.735 samples/sec, RPN_Conf=0.148,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.365,RPNAcc=0.947,RPNL1Loss=0.370,RCNNAcc=0.890,RCNNL1Loss=2.141
[Epoch 0][Batch 3399], Speed: 12.609 samples/sec, RPN_Conf=0.147,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.364,RPNAcc=0.947,RPNL1Loss=0.370,RCNNAcc=0.890,RCNNL1Loss=2.132
[Epoch 0][Batch 3499], Speed: 12.644 samples/sec, RPN_Conf=0.146,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.364,RPNAcc=0.948,RPNL1Loss=0.369,RCNNAcc=0.891,RCNNL1Loss=2.125
[Epoch 0][Batch 3599], Speed: 12.680 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.363,RPNAcc=0.948,RPNL1Loss=0.368,RCNNAcc=0.891,RCNNL1Loss=2.117
[Epoch 0][Batch 3699], Speed: 12.686 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.362,RPNAcc=0.948,RPNL1Loss=0.367,RCNNAcc=0.891,RCNNL1Loss=2.110
[Epoch 0][Batch 3799], Speed: 12.588 samples/sec, RPN_Conf=0.142,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.361,RPNAcc=0.949,RPNL1Loss=0.366,RCNNAcc=0.892,RCNNL1Loss=2.102
[Epoch 0][Batch 3899], Speed: 12.611 samples/sec, RPN_Conf=0.141,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.361,RPNAcc=0.949,RPNL1Loss=0.366,RCNNAcc=0.892,RCNNL1Loss=2.095
[Epoch 0][Batch 3999], Speed: 12.726 samples/sec, RPN_Conf=0.140,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.360,RPNAcc=0.949,RPNL1Loss=0.365,RCNNAcc=0.892,RCNNL1Loss=2.087
[Epoch 0][Batch 4099], Speed: 12.686 samples/sec, RPN_Conf=0.139,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.359,RPNAcc=0.950,RPNL1Loss=0.364,RCNNAcc=0.893,RCNNL1Loss=2.080
[Epoch 0] Training cost: 1312.133, RPN_Conf=0.139,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.359
[Epoch 0] Validation: 
aeroplane=0.3749334870563221
bicycle=0.4724313457138028
bird=0.40365161689793605
boat=0.22773986523986522
bottle=0.12869792395254936
bus=0.548375944545766
car=0.4189084773851255
cat=0.5879069032815494
chair=0.18300804393624284
cow=0.386931892781071
diningtable=0.46761276529075096
dog=0.5826486503584335
horse=0.6269900040277642
motorbike=0.5333167700201163
person=0.48289293084859775
pottedplant=0.16538852902489265
sheep=0.2456987133072
sofa=0.44932518212577216
train=0.46874304617776236
tvmonitor=0.3027513703553765
mAP=0.40289767311634483
[Epoch 0] mAP 0.40289767311634483 higher than current best [0] saving to faster_rcnn_resnet50_v1b_voc_best.params
[Epoch 0] Saving parameters to faster_rcnn_resnet50_v1b_voc_0000_0.4029.params
[Epoch 1][Batch 99], Speed: 11.896 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.311,RPNAcc=0.950,RPNL1Loss=0.363,RCNNAcc=0.893,RCNNL1Loss=2.068
[Epoch 1][Batch 199], Speed: 12.634 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.315,RPNAcc=0.950,RPNL1Loss=0.363,RCNNAcc=0.894,RCNNL1Loss=2.060
[Epoch 1][Batch 299], Speed: 12.519 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.315,RPNAcc=0.950,RPNL1Loss=0.362,RCNNAcc=0.894,RCNNL1Loss=2.053
[Epoch 1][Batch 399], Speed: 12.548 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.315,RPNAcc=0.951,RPNL1Loss=0.362,RCNNAcc=0.894,RCNNL1Loss=2.044
[Epoch 1][Batch 499], Speed: 12.480 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.315,RPNAcc=0.951,RPNL1Loss=0.362,RCNNAcc=0.895,RCNNL1Loss=2.037
[Epoch 1][Batch 599], Speed: 12.505 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.316,RPNAcc=0.951,RPNL1Loss=0.361,RCNNAcc=0.895,RCNNL1Loss=2.029
[Epoch 1][Batch 699], Speed: 12.504 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.315,RPNAcc=0.951,RPNL1Loss=0.360,RCNNAcc=0.895,RCNNL1Loss=2.021
[Epoch 1][Batch 799], Speed: 12.515 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.315,RPNAcc=0.951,RPNL1Loss=0.359,RCNNAcc=0.896,RCNNL1Loss=2.013
[Epoch 1][Batch 899], Speed: 12.595 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.313,RPNAcc=0.952,RPNL1Loss=0.358,RCNNAcc=0.896,RCNNL1Loss=2.005
[Epoch 1][Batch 999], Speed: 12.603 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.311,RPNAcc=0.952,RPNL1Loss=0.358,RCNNAcc=0.896,RCNNL1Loss=1.997
[Epoch 1][Batch 1099], Speed: 12.508 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.310,RPNAcc=0.952,RPNL1Loss=0.357,RCNNAcc=0.897,RCNNL1Loss=1.989
[Epoch 1][Batch 1199], Speed: 12.537 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.309,RPNAcc=0.952,RPNL1Loss=0.356,RCNNAcc=0.897,RCNNL1Loss=1.981
[Epoch 1][Batch 1299], Speed: 12.548 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.309,RPNAcc=0.952,RPNL1Loss=0.356,RCNNAcc=0.897,RCNNL1Loss=1.974
[Epoch 1][Batch 1399], Speed: 12.542 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.308,RPNAcc=0.953,RPNL1Loss=0.355,RCNNAcc=0.897,RCNNL1Loss=1.966
[Epoch 1][Batch 1499], Speed: 12.545 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.306,RPNAcc=0.953,RPNL1Loss=0.354,RCNNAcc=0.898,RCNNL1Loss=1.959
[Epoch 1][Batch 1599], Speed: 12.465 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.306,RPNAcc=0.953,RPNL1Loss=0.354,RCNNAcc=0.898,RCNNL1Loss=1.952
[Epoch 1][Batch 1699], Speed: 12.535 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.306,RPNAcc=0.953,RPNL1Loss=0.354,RCNNAcc=0.898,RCNNL1Loss=1.945
[Epoch 1][Batch 1799], Speed: 12.584 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.305,RPNAcc=0.953,RPNL1Loss=0.354,RCNNAcc=0.898,RCNNL1Loss=1.937
[Epoch 1][Batch 1899], Speed: 12.613 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.304,RPNAcc=0.953,RPNL1Loss=0.353,RCNNAcc=0.899,RCNNL1Loss=1.930
[Epoch 1][Batch 1999], Speed: 12.583 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.303,RPNAcc=0.954,RPNL1Loss=0.353,RCNNAcc=0.899,RCNNL1Loss=1.923
[Epoch 1][Batch 2099], Speed: 12.568 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.302,RPNAcc=0.954,RPNL1Loss=0.353,RCNNAcc=0.899,RCNNL1Loss=1.915
[Epoch 1][Batch 2199], Speed: 12.523 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.300,RPNAcc=0.954,RPNL1Loss=0.353,RCNNAcc=0.899,RCNNL1Loss=1.907
[Epoch 1][Batch 2299], Speed: 12.574 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.299,RPNAcc=0.954,RPNL1Loss=0.353,RCNNAcc=0.900,RCNNL1Loss=1.900
[Epoch 1][Batch 2399], Speed: 12.576 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.298,RPNAcc=0.954,RPNL1Loss=0.352,RCNNAcc=0.900,RCNNL1Loss=1.893
[Epoch 1][Batch 2499], Speed: 12.535 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.298,RPNAcc=0.954,RPNL1Loss=0.352,RCNNAcc=0.900,RCNNL1Loss=1.886
[Epoch 1][Batch 2599], Speed: 12.533 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.297,RPNAcc=0.954,RPNL1Loss=0.351,RCNNAcc=0.900,RCNNL1Loss=1.880
[Epoch 1][Batch 2699], Speed: 12.614 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.297,RPNAcc=0.954,RPNL1Loss=0.351,RCNNAcc=0.901,RCNNL1Loss=1.874
[Epoch 1][Batch 2799], Speed: 12.714 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.296,RPNAcc=0.955,RPNL1Loss=0.351,RCNNAcc=0.901,RCNNL1Loss=1.868
[Epoch 1][Batch 2899], Speed: 12.448 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.296,RPNAcc=0.955,RPNL1Loss=0.350,RCNNAcc=0.901,RCNNL1Loss=1.862
[Epoch 1][Batch 2999], Speed: 12.448 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.295,RPNAcc=0.955,RPNL1Loss=0.350,RCNNAcc=0.901,RCNNL1Loss=1.856
[Epoch 1][Batch 3099], Speed: 12.602 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.294,RPNAcc=0.955,RPNL1Loss=0.350,RCNNAcc=0.901,RCNNL1Loss=1.849
[Epoch 1][Batch 3199], Speed: 12.492 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.294,RPNAcc=0.955,RPNL1Loss=0.350,RCNNAcc=0.902,RCNNL1Loss=1.844
[Epoch 1][Batch 3299], Speed: 12.545 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.293,RPNAcc=0.955,RPNL1Loss=0.349,RCNNAcc=0.902,RCNNL1Loss=1.838
[Epoch 1][Batch 3399], Speed: 12.630 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.293,RPNAcc=0.955,RPNL1Loss=0.349,RCNNAcc=0.902,RCNNL1Loss=1.833
[Epoch 1][Batch 3499], Speed: 12.516 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.292,RPNAcc=0.955,RPNL1Loss=0.349,RCNNAcc=0.902,RCNNL1Loss=1.827
[Epoch 1][Batch 3599], Speed: 12.601 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.291,RPNAcc=0.956,RPNL1Loss=0.349,RCNNAcc=0.902,RCNNL1Loss=1.821
[Epoch 1][Batch 3699], Speed: 12.593 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.290,RPNAcc=0.956,RPNL1Loss=0.349,RCNNAcc=0.902,RCNNL1Loss=1.815
[Epoch 1][Batch 3799], Speed: 12.586 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.290,RPNAcc=0.956,RPNL1Loss=0.348,RCNNAcc=0.903,RCNNL1Loss=1.810
[Epoch 1][Batch 3899], Speed: 12.540 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.290,RPNAcc=0.956,RPNL1Loss=0.348,RCNNAcc=0.903,RCNNL1Loss=1.805
[Epoch 1][Batch 3999], Speed: 12.584 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.289,RPNAcc=0.956,RPNL1Loss=0.348,RCNNAcc=0.903,RCNNL1Loss=1.800
[Epoch 1][Batch 4099], Speed: 12.536 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.289,RPNAcc=0.956,RPNL1Loss=0.347,RCNNAcc=0.903,RCNNL1Loss=1.795
[Epoch 1] Training cost: 1319.984, RPN_Conf=0.094,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.288
[Epoch 1] Validation: 
aeroplane=0.5877019651708051
bicycle=0.6961980415846502
bird=0.619214865491774
boat=0.31918627026992263
bottle=0.2557385759062828
bus=0.6746543212934821
car=0.6478225185136345
cat=0.7916607384705749
chair=0.3754514844604594
cow=0.670108846863142
diningtable=0.5004132644494651
dog=0.6805042775584843
horse=0.7063369063887976
motorbike=0.628650227629333
person=0.6531221502155531
pottedplant=0.24717845009777573
sheep=0.6392147429921149
sofa=0.5501709104957943
train=0.6026107206513132
tvmonitor=0.42785036385929714
mAP=0.5636894821181327
[Epoch 1] mAP 0.5636894821181327 higher than current best [0.40289767311634483] saving to faster_rcnn_resnet50_v1b_voc_best.params
[Epoch 1] Saving parameters to faster_rcnn_resnet50_v1b_voc_0001_0.5637.params
[Epoch 2][Batch 99], Speed: 12.011 samples/sec, RPN_Conf=0.087,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.252,RPNAcc=0.956,RPNL1Loss=0.347,RCNNAcc=0.903,RCNNL1Loss=1.788
[Epoch 2][Batch 199], Speed: 12.520 samples/sec, RPN_Conf=0.090,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.258,RPNAcc=0.956,RPNL1Loss=0.347,RCNNAcc=0.904,RCNNL1Loss=1.782
[Epoch 2][Batch 299], Speed: 12.542 samples/sec, RPN_Conf=0.088,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.256,RPNAcc=0.956,RPNL1Loss=0.347,RCNNAcc=0.904,RCNNL1Loss=1.776
[Epoch 2][Batch 399], Speed: 12.558 samples/sec, RPN_Conf=0.088,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.258,RPNAcc=0.957,RPNL1Loss=0.347,RCNNAcc=0.904,RCNNL1Loss=1.771
[Epoch 2][Batch 499], Speed: 12.569 samples/sec, RPN_Conf=0.088,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.258,RPNAcc=0.957,RPNL1Loss=0.346,RCNNAcc=0.904,RCNNL1Loss=1.766
[Epoch 2][Batch 599], Speed: 12.500 samples/sec, RPN_Conf=0.087,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.256,RPNAcc=0.957,RPNL1Loss=0.346,RCNNAcc=0.904,RCNNL1Loss=1.761
[Epoch 2][Batch 699], Speed: 12.597 samples/sec, RPN_Conf=0.087,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.257,RPNAcc=0.957,RPNL1Loss=0.346,RCNNAcc=0.905,RCNNL1Loss=1.756
[Epoch 2][Batch 799], Speed: 12.579 samples/sec, RPN_Conf=0.087,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.256,RPNAcc=0.957,RPNL1Loss=0.346,RCNNAcc=0.905,RCNNL1Loss=1.751
[Epoch 2][Batch 899], Speed: 12.518 samples/sec, RPN_Conf=0.087,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.257,RPNAcc=0.957,RPNL1Loss=0.345,RCNNAcc=0.905,RCNNL1Loss=1.746
[Epoch 2][Batch 999], Speed: 12.590 samples/sec, RPN_Conf=0.088,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.257,RPNAcc=0.957,RPNL1Loss=0.345,RCNNAcc=0.905,RCNNL1Loss=1.741
[Epoch 2][Batch 1099], Speed: 12.448 samples/sec, RPN_Conf=0.087,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.256,RPNAcc=0.957,RPNL1Loss=0.345,RCNNAcc=0.905,RCNNL1Loss=1.736
[Epoch 2][Batch 1199], Speed: 12.439 samples/sec, RPN_Conf=0.087,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.256,RPNAcc=0.957,RPNL1Loss=0.345,RCNNAcc=0.905,RCNNL1Loss=1.731
[Epoch 2][Batch 1299], Speed: 12.533 samples/sec, RPN_Conf=0.087,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.256,RPNAcc=0.957,RPNL1Loss=0.344,RCNNAcc=0.906,RCNNL1Loss=1.727
[Epoch 2][Batch 1399], Speed: 12.622 samples/sec, RPN_Conf=0.087,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.256,RPNAcc=0.958,RPNL1Loss=0.344,RCNNAcc=0.906,RCNNL1Loss=1.723
[Epoch 2][Batch 1499], Speed: 12.576 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.256,RPNAcc=0.958,RPNL1Loss=0.344,RCNNAcc=0.906,RCNNL1Loss=1.719
[Epoch 2][Batch 1599], Speed: 12.484 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.255,RPNAcc=0.958,RPNL1Loss=0.344,RCNNAcc=0.906,RCNNL1Loss=1.714
[Epoch 2][Batch 1699], Speed: 12.537 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.256,RPNAcc=0.958,RPNL1Loss=0.343,RCNNAcc=0.906,RCNNL1Loss=1.710
[Epoch 2][Batch 1799], Speed: 12.594 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.255,RPNAcc=0.958,RPNL1Loss=0.343,RCNNAcc=0.906,RCNNL1Loss=1.705
[Epoch 2][Batch 1899], Speed: 12.538 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.255,RPNAcc=0.958,RPNL1Loss=0.342,RCNNAcc=0.907,RCNNL1Loss=1.701
[Epoch 2][Batch 1999], Speed: 12.383 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.255,RPNAcc=0.958,RPNL1Loss=0.342,RCNNAcc=0.907,RCNNL1Loss=1.697
[Epoch 2][Batch 2099], Speed: 12.455 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.255,RPNAcc=0.958,RPNL1Loss=0.342,RCNNAcc=0.907,RCNNL1Loss=1.693
[Epoch 2][Batch 2199], Speed: 12.556 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.255,RPNAcc=0.958,RPNL1Loss=0.342,RCNNAcc=0.907,RCNNL1Loss=1.689
[Epoch 2][Batch 2299], Speed: 12.454 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.254,RPNAcc=0.958,RPNL1Loss=0.341,RCNNAcc=0.907,RCNNL1Loss=1.685
[Epoch 2][Batch 2399], Speed: 12.578 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.254,RPNAcc=0.958,RPNL1Loss=0.341,RCNNAcc=0.907,RCNNL1Loss=1.681
[Epoch 2][Batch 2499], Speed: 12.554 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.254,RPNAcc=0.959,RPNL1Loss=0.341,RCNNAcc=0.907,RCNNL1Loss=1.677
[Epoch 2][Batch 2599], Speed: 12.574 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.253,RPNAcc=0.959,RPNL1Loss=0.340,RCNNAcc=0.908,RCNNL1Loss=1.673
[Epoch 2][Batch 2699], Speed: 12.522 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.253,RPNAcc=0.959,RPNL1Loss=0.340,RCNNAcc=0.908,RCNNL1Loss=1.669
[Epoch 2][Batch 2799], Speed: 12.456 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.253,RPNAcc=0.959,RPNL1Loss=0.340,RCNNAcc=0.908,RCNNL1Loss=1.665
[Epoch 2][Batch 2899], Speed: 12.469 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.253,RPNAcc=0.959,RPNL1Loss=0.339,RCNNAcc=0.908,RCNNL1Loss=1.661
[Epoch 2][Batch 2999], Speed: 12.541 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.253,RPNAcc=0.959,RPNL1Loss=0.339,RCNNAcc=0.908,RCNNL1Loss=1.657
[Epoch 2][Batch 3099], Speed: 12.548 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.252,RPNAcc=0.959,RPNL1Loss=0.339,RCNNAcc=0.908,RCNNL1Loss=1.653
[Epoch 2][Batch 3199], Speed: 12.496 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.252,RPNAcc=0.959,RPNL1Loss=0.339,RCNNAcc=0.908,RCNNL1Loss=1.650
[Epoch 2][Batch 3299], Speed: 12.567 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.252,RPNAcc=0.959,RPNL1Loss=0.338,RCNNAcc=0.909,RCNNL1Loss=1.647
[Epoch 2][Batch 3399], Speed: 12.440 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.252,RPNAcc=0.959,RPNL1Loss=0.338,RCNNAcc=0.909,RCNNL1Loss=1.644
[Epoch 2][Batch 3499], Speed: 12.504 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.251,RPNAcc=0.959,RPNL1Loss=0.338,RCNNAcc=0.909,RCNNL1Loss=1.640
[Epoch 2][Batch 3599], Speed: 12.510 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.251,RPNAcc=0.959,RPNL1Loss=0.338,RCNNAcc=0.909,RCNNL1Loss=1.636
[Epoch 2][Batch 3699], Speed: 12.564 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.251,RPNAcc=0.960,RPNL1Loss=0.337,RCNNAcc=0.909,RCNNL1Loss=1.633
[Epoch 2][Batch 3799], Speed: 12.512 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.251,RPNAcc=0.960,RPNL1Loss=0.337,RCNNAcc=0.909,RCNNL1Loss=1.630
[Epoch 2][Batch 3899], Speed: 12.519 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.250,RPNAcc=0.960,RPNL1Loss=0.337,RCNNAcc=0.909,RCNNL1Loss=1.626
[Epoch 2][Batch 3999], Speed: 12.575 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.250,RPNAcc=0.960,RPNL1Loss=0.337,RCNNAcc=0.909,RCNNL1Loss=1.623
[Epoch 2][Batch 4099], Speed: 12.639 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.250,RPNAcc=0.960,RPNL1Loss=0.336,RCNNAcc=0.910,RCNNL1Loss=1.620
[Epoch 2] Training cost: 1322.093, RPN_Conf=0.083,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.250
[Epoch 2] Validation: 
aeroplane=0.6876513522908287
bicycle=0.722076039543984
bird=0.7233143814038251
boat=0.4892684097717091
bottle=0.4265504324933242
bus=0.7491394919767586
car=0.7419929504882744
cat=0.7647609036860549
chair=0.42380709539759237
cow=0.6900365720779894
diningtable=0.5726927464916648
dog=0.7964466392931737
horse=0.7691884286070039
motorbike=0.7379811190507286
person=0.7089165785203265
pottedplant=0.36082076542079894
sheep=0.6680963670022276
sofa=0.6403178911881335
train=0.7129852775915025
tvmonitor=0.6101619639862427
mAP=0.6498102703141072
[Epoch 2] mAP 0.6498102703141072 higher than current best [0.5636894821181327] saving to faster_rcnn_resnet50_v1b_voc_best.params
[Epoch 2] Saving parameters to faster_rcnn_resnet50_v1b_voc_0002_0.6498.params
[Epoch 3][Batch 99], Speed: 11.321 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.243,RPNAcc=0.960,RPNL1Loss=0.336,RCNNAcc=0.910,RCNNL1Loss=1.616
[Epoch 3][Batch 199], Speed: 12.365 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.247,RPNAcc=0.960,RPNL1Loss=0.336,RCNNAcc=0.910,RCNNL1Loss=1.613
[Epoch 3][Batch 299], Speed: 12.474 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.242,RPNAcc=0.960,RPNL1Loss=0.336,RCNNAcc=0.910,RCNNL1Loss=1.609
[Epoch 3][Batch 399], Speed: 12.423 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.238,RPNAcc=0.960,RPNL1Loss=0.335,RCNNAcc=0.910,RCNNL1Loss=1.605
[Epoch 3][Batch 499], Speed: 12.679 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.237,RPNAcc=0.960,RPNL1Loss=0.335,RCNNAcc=0.910,RCNNL1Loss=1.602
[Epoch 3][Batch 599], Speed: 12.599 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.236,RPNAcc=0.960,RPNL1Loss=0.335,RCNNAcc=0.910,RCNNL1Loss=1.599
[Epoch 3][Batch 699], Speed: 12.507 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.237,RPNAcc=0.960,RPNL1Loss=0.335,RCNNAcc=0.911,RCNNL1Loss=1.596
[Epoch 3][Batch 799], Speed: 12.581 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.236,RPNAcc=0.960,RPNL1Loss=0.334,RCNNAcc=0.911,RCNNL1Loss=1.593
[Epoch 3][Batch 899], Speed: 12.472 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.236,RPNAcc=0.960,RPNL1Loss=0.334,RCNNAcc=0.911,RCNNL1Loss=1.590
[Epoch 3][Batch 999], Speed: 12.503 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.235,RPNAcc=0.961,RPNL1Loss=0.334,RCNNAcc=0.911,RCNNL1Loss=1.586
[Epoch 3][Batch 1099], Speed: 12.513 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.234,RPNAcc=0.961,RPNL1Loss=0.334,RCNNAcc=0.911,RCNNL1Loss=1.583
[Epoch 3][Batch 1199], Speed: 12.502 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.234,RPNAcc=0.961,RPNL1Loss=0.334,RCNNAcc=0.911,RCNNL1Loss=1.580
[Epoch 3][Batch 1299], Speed: 12.485 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.233,RPNAcc=0.961,RPNL1Loss=0.333,RCNNAcc=0.911,RCNNL1Loss=1.577
[Epoch 3][Batch 1399], Speed: 12.489 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.234,RPNAcc=0.961,RPNL1Loss=0.333,RCNNAcc=0.911,RCNNL1Loss=1.574
[Epoch 3][Batch 1499], Speed: 12.495 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.232,RPNAcc=0.961,RPNL1Loss=0.333,RCNNAcc=0.912,RCNNL1Loss=1.571
[Epoch 3][Batch 1599], Speed: 12.425 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.233,RPNAcc=0.961,RPNL1Loss=0.333,RCNNAcc=0.912,RCNNL1Loss=1.568
[Epoch 3][Batch 1699], Speed: 12.533 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.233,RPNAcc=0.961,RPNL1Loss=0.333,RCNNAcc=0.912,RCNNL1Loss=1.565
[Epoch 3][Batch 1799], Speed: 12.555 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.232,RPNAcc=0.961,RPNL1Loss=0.332,RCNNAcc=0.912,RCNNL1Loss=1.562
[Epoch 3][Batch 1899], Speed: 12.488 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.232,RPNAcc=0.961,RPNL1Loss=0.332,RCNNAcc=0.912,RCNNL1Loss=1.559
[Epoch 3][Batch 1999], Speed: 12.501 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.232,RPNAcc=0.961,RPNL1Loss=0.332,RCNNAcc=0.912,RCNNL1Loss=1.556
[Epoch 3][Batch 2099], Speed: 12.459 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.232,RPNAcc=0.961,RPNL1Loss=0.332,RCNNAcc=0.912,RCNNL1Loss=1.553
[Epoch 3][Batch 2199], Speed: 12.538 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.232,RPNAcc=0.961,RPNL1Loss=0.332,RCNNAcc=0.912,RCNNL1Loss=1.551
[Epoch 3][Batch 2299], Speed: 12.471 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.232,RPNAcc=0.961,RPNL1Loss=0.331,RCNNAcc=0.912,RCNNL1Loss=1.548
[Epoch 3][Batch 2399], Speed: 12.554 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.232,RPNAcc=0.961,RPNL1Loss=0.331,RCNNAcc=0.913,RCNNL1Loss=1.546
[Epoch 3][Batch 2499], Speed: 12.594 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.232,RPNAcc=0.961,RPNL1Loss=0.331,RCNNAcc=0.913,RCNNL1Loss=1.543
[Epoch 3][Batch 2599], Speed: 12.396 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.232,RPNAcc=0.961,RPNL1Loss=0.331,RCNNAcc=0.913,RCNNL1Loss=1.540
[Epoch 3][Batch 2699], Speed: 12.534 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.232,RPNAcc=0.962,RPNL1Loss=0.331,RCNNAcc=0.913,RCNNL1Loss=1.537
[Epoch 3][Batch 2799], Speed: 12.486 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.232,RPNAcc=0.962,RPNL1Loss=0.330,RCNNAcc=0.913,RCNNL1Loss=1.535
[Epoch 3][Batch 2899], Speed: 12.588 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.232,RPNAcc=0.962,RPNL1Loss=0.330,RCNNAcc=0.913,RCNNL1Loss=1.532
[Epoch 3][Batch 2999], Speed: 12.459 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.231,RPNAcc=0.962,RPNL1Loss=0.330,RCNNAcc=0.913,RCNNL1Loss=1.529
[Epoch 3][Batch 3099], Speed: 12.531 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.231,RPNAcc=0.962,RPNL1Loss=0.330,RCNNAcc=0.913,RCNNL1Loss=1.527
[Epoch 3][Batch 3199], Speed: 12.507 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.231,RPNAcc=0.962,RPNL1Loss=0.330,RCNNAcc=0.913,RCNNL1Loss=1.525
[Epoch 3][Batch 3299], Speed: 12.588 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.231,RPNAcc=0.962,RPNL1Loss=0.330,RCNNAcc=0.913,RCNNL1Loss=1.522
[Epoch 3][Batch 3399], Speed: 12.505 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.230,RPNAcc=0.962,RPNL1Loss=0.330,RCNNAcc=0.914,RCNNL1Loss=1.519
[Epoch 3][Batch 3499], Speed: 12.656 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.230,RPNAcc=0.962,RPNL1Loss=0.329,RCNNAcc=0.914,RCNNL1Loss=1.517
[Epoch 3][Batch 3599], Speed: 12.563 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.230,RPNAcc=0.962,RPNL1Loss=0.329,RCNNAcc=0.914,RCNNL1Loss=1.514
[Epoch 3][Batch 3699], Speed: 12.486 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.230,RPNAcc=0.962,RPNL1Loss=0.329,RCNNAcc=0.914,RCNNL1Loss=1.512
[Epoch 3][Batch 3799], Speed: 12.504 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.230,RPNAcc=0.962,RPNL1Loss=0.329,RCNNAcc=0.914,RCNNL1Loss=1.510
[Epoch 3][Batch 3899], Speed: 12.537 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.230,RPNAcc=0.962,RPNL1Loss=0.329,RCNNAcc=0.914,RCNNL1Loss=1.508
[Epoch 3][Batch 3999], Speed: 12.470 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.230,RPNAcc=0.962,RPNL1Loss=0.329,RCNNAcc=0.914,RCNNL1Loss=1.505
[Epoch 3][Batch 4099], Speed: 12.501 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.230,RPNAcc=0.962,RPNL1Loss=0.328,RCNNAcc=0.914,RCNNL1Loss=1.503
[Epoch 3] Training cost: 1325.841, RPN_Conf=0.076,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.229
[Epoch 3] Validation: 
aeroplane=0.7159663887239858
bicycle=0.7727834604391705
bird=0.6936055198078541
boat=0.5379710882682034
bottle=0.5128664900551
bus=0.7236932558379998
car=0.7743079487900704
cat=0.7938245400858386
chair=0.49487150913598754
cow=0.7634054374644708
diningtable=0.5959975803116669
dog=0.7912815721025682
horse=0.778505727684142
motorbike=0.7342834760680662
person=0.7326938646238527
pottedplant=0.36460972925347385
sheep=0.725827509307815
sofa=0.5915965353881285
train=0.7109409567062015
tvmonitor=0.6157185971015758
mAP=0.6712375593578085
[Epoch 3] mAP 0.6712375593578085 higher than current best [0.6498102703141072] saving to faster_rcnn_resnet50_v1b_voc_best.params
[Epoch 3] Saving parameters to faster_rcnn_resnet50_v1b_voc_0003_0.6712.params
[Epoch 4][Batch 99], Speed: 12.035 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.225,RPNAcc=0.962,RPNL1Loss=0.328,RCNNAcc=0.914,RCNNL1Loss=1.500
[Epoch 4][Batch 199], Speed: 12.564 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.188,RCNN_SmoothL1=0.219,RPNAcc=0.962,RPNL1Loss=0.328,RCNNAcc=0.914,RCNNL1Loss=1.497
[Epoch 4][Batch 299], Speed: 12.493 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.187,RCNN_SmoothL1=0.215,RPNAcc=0.963,RPNL1Loss=0.328,RCNNAcc=0.915,RCNNL1Loss=1.495
[Epoch 4][Batch 399], Speed: 12.554 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.186,RCNN_SmoothL1=0.215,RPNAcc=0.963,RPNL1Loss=0.327,RCNNAcc=0.915,RCNNL1Loss=1.492
[Epoch 4][Batch 499], Speed: 12.498 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.187,RCNN_SmoothL1=0.217,RPNAcc=0.963,RPNL1Loss=0.327,RCNNAcc=0.915,RCNNL1Loss=1.490
[Epoch 4][Batch 599], Speed: 12.429 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.188,RCNN_SmoothL1=0.217,RPNAcc=0.963,RPNL1Loss=0.327,RCNNAcc=0.915,RCNNL1Loss=1.487
[Epoch 4][Batch 699], Speed: 12.560 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.186,RCNN_SmoothL1=0.215,RPNAcc=0.963,RPNL1Loss=0.327,RCNNAcc=0.915,RCNNL1Loss=1.485
[Epoch 4][Batch 799], Speed: 12.566 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.187,RCNN_SmoothL1=0.216,RPNAcc=0.963,RPNL1Loss=0.327,RCNNAcc=0.915,RCNNL1Loss=1.482
[Epoch 4][Batch 899], Speed: 12.506 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.186,RCNN_SmoothL1=0.216,RPNAcc=0.963,RPNL1Loss=0.327,RCNNAcc=0.915,RCNNL1Loss=1.480
[Epoch 4][Batch 999], Speed: 12.546 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.187,RCNN_SmoothL1=0.216,RPNAcc=0.963,RPNL1Loss=0.327,RCNNAcc=0.915,RCNNL1Loss=1.478
[Epoch 4][Batch 1099], Speed: 12.516 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.188,RCNN_SmoothL1=0.216,RPNAcc=0.963,RPNL1Loss=0.326,RCNNAcc=0.915,RCNNL1Loss=1.476
[Epoch 4][Batch 1199], Speed: 12.579 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.188,RCNN_SmoothL1=0.216,RPNAcc=0.963,RPNL1Loss=0.326,RCNNAcc=0.915,RCNNL1Loss=1.473
[Epoch 4][Batch 1299], Speed: 12.517 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.216,RPNAcc=0.963,RPNL1Loss=0.326,RCNNAcc=0.916,RCNNL1Loss=1.471
[Epoch 4][Batch 1399], Speed: 12.471 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.217,RPNAcc=0.963,RPNL1Loss=0.326,RCNNAcc=0.916,RCNNL1Loss=1.469
[Epoch 4][Batch 1499], Speed: 12.538 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.216,RPNAcc=0.963,RPNL1Loss=0.326,RCNNAcc=0.916,RCNNL1Loss=1.467
[Epoch 4][Batch 1599], Speed: 12.541 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.216,RPNAcc=0.963,RPNL1Loss=0.325,RCNNAcc=0.916,RCNNL1Loss=1.465
[Epoch 4][Batch 1699], Speed: 12.542 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.216,RPNAcc=0.963,RPNL1Loss=0.325,RCNNAcc=0.916,RCNNL1Loss=1.462
[Epoch 4][Batch 1799], Speed: 12.500 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.216,RPNAcc=0.963,RPNL1Loss=0.325,RCNNAcc=0.916,RCNNL1Loss=1.460
[Epoch 4][Batch 1899], Speed: 12.537 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.216,RPNAcc=0.963,RPNL1Loss=0.325,RCNNAcc=0.916,RCNNL1Loss=1.458
[Epoch 4][Batch 1999], Speed: 12.470 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.216,RPNAcc=0.963,RPNL1Loss=0.325,RCNNAcc=0.916,RCNNL1Loss=1.456
[Epoch 4][Batch 2099], Speed: 12.495 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.216,RPNAcc=0.963,RPNL1Loss=0.325,RCNNAcc=0.916,RCNNL1Loss=1.454
[Epoch 4][Batch 2199], Speed: 12.503 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.216,RPNAcc=0.964,RPNL1Loss=0.324,RCNNAcc=0.916,RCNNL1Loss=1.452
[Epoch 4][Batch 2299], Speed: 12.429 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.216,RPNAcc=0.964,RPNL1Loss=0.324,RCNNAcc=0.916,RCNNL1Loss=1.450
[Epoch 4][Batch 2399], Speed: 12.536 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.216,RPNAcc=0.964,RPNL1Loss=0.324,RCNNAcc=0.916,RCNNL1Loss=1.448
[Epoch 4][Batch 2499], Speed: 12.469 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.216,RPNAcc=0.964,RPNL1Loss=0.324,RCNNAcc=0.917,RCNNL1Loss=1.445
[Epoch 4][Batch 2599], Speed: 12.520 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.216,RPNAcc=0.964,RPNL1Loss=0.324,RCNNAcc=0.917,RCNNL1Loss=1.443
[Epoch 4][Batch 2699], Speed: 12.546 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.216,RPNAcc=0.964,RPNL1Loss=0.324,RCNNAcc=0.917,RCNNL1Loss=1.442
[Epoch 4][Batch 2799], Speed: 12.543 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.216,RPNAcc=0.964,RPNL1Loss=0.324,RCNNAcc=0.917,RCNNL1Loss=1.440
[Epoch 4][Batch 2899], Speed: 12.514 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.215,RPNAcc=0.964,RPNL1Loss=0.324,RCNNAcc=0.917,RCNNL1Loss=1.438
[Epoch 4][Batch 2999], Speed: 12.467 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.215,RPNAcc=0.964,RPNL1Loss=0.323,RCNNAcc=0.917,RCNNL1Loss=1.435
[Epoch 4][Batch 3099], Speed: 12.532 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.214,RPNAcc=0.964,RPNL1Loss=0.323,RCNNAcc=0.917,RCNNL1Loss=1.433
[Epoch 4][Batch 3199], Speed: 12.527 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.215,RPNAcc=0.964,RPNL1Loss=0.323,RCNNAcc=0.917,RCNNL1Loss=1.431
[Epoch 4][Batch 3299], Speed: 12.499 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.214,RPNAcc=0.964,RPNL1Loss=0.323,RCNNAcc=0.917,RCNNL1Loss=1.429
[Epoch 4][Batch 3399], Speed: 12.484 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.214,RPNAcc=0.964,RPNL1Loss=0.323,RCNNAcc=0.917,RCNNL1Loss=1.427
[Epoch 4][Batch 3499], Speed: 12.427 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.214,RPNAcc=0.964,RPNL1Loss=0.323,RCNNAcc=0.917,RCNNL1Loss=1.426
[Epoch 4][Batch 3599], Speed: 12.503 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.214,RPNAcc=0.964,RPNL1Loss=0.323,RCNNAcc=0.917,RCNNL1Loss=1.424
[Epoch 4][Batch 3699], Speed: 12.429 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.214,RPNAcc=0.964,RPNL1Loss=0.323,RCNNAcc=0.917,RCNNL1Loss=1.422
[Epoch 4][Batch 3799], Speed: 12.540 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.214,RPNAcc=0.964,RPNL1Loss=0.322,RCNNAcc=0.917,RCNNL1Loss=1.420
[Epoch 4][Batch 3899], Speed: 12.472 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.214,RPNAcc=0.964,RPNL1Loss=0.322,RCNNAcc=0.918,RCNNL1Loss=1.419
[Epoch 4][Batch 3999], Speed: 12.562 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.214,RPNAcc=0.964,RPNL1Loss=0.322,RCNNAcc=0.918,RCNNL1Loss=1.417
[Epoch 4][Batch 4099], Speed: 12.533 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.214,RPNAcc=0.964,RPNL1Loss=0.322,RCNNAcc=0.918,RCNNL1Loss=1.415
[Epoch 4] Training cost: 1323.737, RPN_Conf=0.072,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.214
[Epoch 4] Validation: 
aeroplane=0.7099084019262064
bicycle=0.7888003886886562
bird=0.7188494701602031
boat=0.5677247302865857
bottle=0.5198538832990829
bus=0.7721254433042649
car=0.789921933647854
cat=0.8199050859003604
chair=0.5021952031116814
cow=0.7832943414663099
diningtable=0.5517449612638307
dog=0.7903019335460336
horse=0.8302318694883399
motorbike=0.7516831416579115
person=0.7471599008642417
pottedplant=0.40233293805012155
sheep=0.729889004639813
sofa=0.643955756490758
train=0.7257921173653458
tvmonitor=0.6907143880702866
mAP=0.6918192446613942
[Epoch 4] mAP 0.6918192446613942 higher than current best [0.6712375593578085] saving to faster_rcnn_resnet50_v1b_voc_best.params
[Epoch 4] Saving parameters to faster_rcnn_resnet50_v1b_voc_0004_0.6918.params
[Epoch 5][Batch 99], Speed: 11.756 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.181,RCNN_SmoothL1=0.218,RPNAcc=0.964,RPNL1Loss=0.322,RCNNAcc=0.918,RCNNL1Loss=1.413
[Epoch 5][Batch 199], Speed: 12.325 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.209,RPNAcc=0.964,RPNL1Loss=0.322,RCNNAcc=0.918,RCNNL1Loss=1.411
[Epoch 5][Batch 299], Speed: 12.483 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.181,RCNN_SmoothL1=0.206,RPNAcc=0.964,RPNL1Loss=0.322,RCNNAcc=0.918,RCNNL1Loss=1.409
[Epoch 5][Batch 399], Speed: 12.482 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.206,RPNAcc=0.964,RPNL1Loss=0.322,RCNNAcc=0.918,RCNNL1Loss=1.407
[Epoch 5][Batch 499], Speed: 12.550 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.206,RPNAcc=0.964,RPNL1Loss=0.321,RCNNAcc=0.918,RCNNL1Loss=1.405
[Epoch 5][Batch 599], Speed: 12.476 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.206,RPNAcc=0.964,RPNL1Loss=0.321,RCNNAcc=0.918,RCNNL1Loss=1.403
[Epoch 5][Batch 699], Speed: 12.471 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.205,RPNAcc=0.965,RPNL1Loss=0.321,RCNNAcc=0.918,RCNNL1Loss=1.401
[Epoch 5][Batch 799], Speed: 12.497 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.205,RPNAcc=0.965,RPNL1Loss=0.321,RCNNAcc=0.918,RCNNL1Loss=1.399
[Epoch 5][Batch 899], Speed: 12.518 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.206,RPNAcc=0.965,RPNL1Loss=0.321,RCNNAcc=0.918,RCNNL1Loss=1.397
[Epoch 5][Batch 999], Speed: 12.553 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.205,RPNAcc=0.965,RPNL1Loss=0.321,RCNNAcc=0.918,RCNNL1Loss=1.395
[Epoch 5][Batch 1099], Speed: 12.478 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.206,RPNAcc=0.965,RPNL1Loss=0.321,RCNNAcc=0.919,RCNNL1Loss=1.394
[Epoch 5][Batch 1199], Speed: 12.577 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.205,RPNAcc=0.965,RPNL1Loss=0.321,RCNNAcc=0.919,RCNNL1Loss=1.392
[Epoch 5][Batch 1299], Speed: 12.396 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.206,RPNAcc=0.965,RPNL1Loss=0.321,RCNNAcc=0.919,RCNNL1Loss=1.390
[Epoch 5][Batch 1399], Speed: 12.478 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.181,RCNN_SmoothL1=0.206,RPNAcc=0.965,RPNL1Loss=0.320,RCNNAcc=0.919,RCNNL1Loss=1.388
[Epoch 5][Batch 1499], Speed: 12.539 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.181,RCNN_SmoothL1=0.206,RPNAcc=0.965,RPNL1Loss=0.320,RCNNAcc=0.919,RCNNL1Loss=1.387
[Epoch 5][Batch 1599], Speed: 12.557 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.205,RPNAcc=0.965,RPNL1Loss=0.320,RCNNAcc=0.919,RCNNL1Loss=1.385
[Epoch 5][Batch 1699], Speed: 12.393 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.205,RPNAcc=0.965,RPNL1Loss=0.320,RCNNAcc=0.919,RCNNL1Loss=1.383
[Epoch 5][Batch 1799], Speed: 12.399 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.205,RPNAcc=0.965,RPNL1Loss=0.320,RCNNAcc=0.919,RCNNL1Loss=1.381
[Epoch 5][Batch 1899], Speed: 12.469 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.205,RPNAcc=0.965,RPNL1Loss=0.320,RCNNAcc=0.919,RCNNL1Loss=1.380
[Epoch 5][Batch 1999], Speed: 12.537 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.181,RCNN_SmoothL1=0.205,RPNAcc=0.965,RPNL1Loss=0.319,RCNNAcc=0.919,RCNNL1Loss=1.378
[Epoch 5][Batch 2099], Speed: 12.466 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.181,RCNN_SmoothL1=0.205,RPNAcc=0.965,RPNL1Loss=0.319,RCNNAcc=0.919,RCNNL1Loss=1.377
[Epoch 5][Batch 2199], Speed: 12.560 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.181,RCNN_SmoothL1=0.205,RPNAcc=0.965,RPNL1Loss=0.319,RCNNAcc=0.919,RCNNL1Loss=1.375
[Epoch 5][Batch 2299], Speed: 12.549 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.204,RPNAcc=0.965,RPNL1Loss=0.319,RCNNAcc=0.919,RCNNL1Loss=1.373
[Epoch 5][Batch 2399], Speed: 12.446 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.204,RPNAcc=0.965,RPNL1Loss=0.319,RCNNAcc=0.919,RCNNL1Loss=1.371
[Epoch 5][Batch 2499], Speed: 12.394 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.181,RCNN_SmoothL1=0.204,RPNAcc=0.965,RPNL1Loss=0.319,RCNNAcc=0.920,RCNNL1Loss=1.370
[Epoch 5][Batch 2599], Speed: 12.472 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.181,RCNN_SmoothL1=0.204,RPNAcc=0.965,RPNL1Loss=0.319,RCNNAcc=0.920,RCNNL1Loss=1.369
[Epoch 5][Batch 2699], Speed: 12.542 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.181,RCNN_SmoothL1=0.204,RPNAcc=0.965,RPNL1Loss=0.318,RCNNAcc=0.920,RCNNL1Loss=1.367
[Epoch 5][Batch 2799], Speed: 12.525 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.181,RCNN_SmoothL1=0.205,RPNAcc=0.965,RPNL1Loss=0.318,RCNNAcc=0.920,RCNNL1Loss=1.366
[Epoch 5][Batch 2899], Speed: 12.499 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.181,RCNN_SmoothL1=0.205,RPNAcc=0.965,RPNL1Loss=0.318,RCNNAcc=0.920,RCNNL1Loss=1.364
[Epoch 5][Batch 2999], Speed: 12.498 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.181,RCNN_SmoothL1=0.205,RPNAcc=0.965,RPNL1Loss=0.318,RCNNAcc=0.920,RCNNL1Loss=1.363
[Epoch 5][Batch 3099], Speed: 12.516 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.181,RCNN_SmoothL1=0.205,RPNAcc=0.965,RPNL1Loss=0.318,RCNNAcc=0.920,RCNNL1Loss=1.361
[Epoch 5][Batch 3199], Speed: 12.438 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.181,RCNN_SmoothL1=0.204,RPNAcc=0.965,RPNL1Loss=0.318,RCNNAcc=0.920,RCNNL1Loss=1.360
[Epoch 5][Batch 3299], Speed: 12.609 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.181,RCNN_SmoothL1=0.205,RPNAcc=0.965,RPNL1Loss=0.318,RCNNAcc=0.920,RCNNL1Loss=1.358
[Epoch 5][Batch 3399], Speed: 12.558 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.205,RPNAcc=0.966,RPNL1Loss=0.318,RCNNAcc=0.920,RCNNL1Loss=1.357
[Epoch 5][Batch 3499], Speed: 12.490 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.205,RPNAcc=0.966,RPNL1Loss=0.318,RCNNAcc=0.920,RCNNL1Loss=1.356
[Epoch 5][Batch 3599], Speed: 12.401 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.205,RPNAcc=0.966,RPNL1Loss=0.317,RCNNAcc=0.920,RCNNL1Loss=1.354
[Epoch 5][Batch 3699], Speed: 12.460 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.181,RCNN_SmoothL1=0.205,RPNAcc=0.966,RPNL1Loss=0.317,RCNNAcc=0.920,RCNNL1Loss=1.353
[Epoch 5][Batch 3799], Speed: 12.465 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.181,RCNN_SmoothL1=0.205,RPNAcc=0.966,RPNL1Loss=0.317,RCNNAcc=0.920,RCNNL1Loss=1.351
[Epoch 5][Batch 3899], Speed: 12.563 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.205,RPNAcc=0.966,RPNL1Loss=0.317,RCNNAcc=0.920,RCNNL1Loss=1.350
[Epoch 5][Batch 3999], Speed: 12.469 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.181,RCNN_SmoothL1=0.205,RPNAcc=0.966,RPNL1Loss=0.317,RCNNAcc=0.920,RCNNL1Loss=1.349
[Epoch 5][Batch 4099], Speed: 12.485 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.181,RCNN_SmoothL1=0.204,RPNAcc=0.966,RPNL1Loss=0.317,RCNNAcc=0.920,RCNNL1Loss=1.347
[Epoch 5] Training cost: 1327.072, RPN_Conf=0.069,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.181,RCNN_SmoothL1=0.204
[Epoch 5] Validation: 
aeroplane=0.7438698861282964
bicycle=0.8015276935020919
bird=0.7237981101286804
boat=0.5868220415314704
bottle=0.5237820213616913
bus=0.8059997834016207
car=0.8188187404337341
cat=0.8290551663246799
chair=0.48870692384905484
cow=0.7696207885833789
diningtable=0.6045294237518846
dog=0.8135647765579342
horse=0.8161703514806502
motorbike=0.752767245574689
person=0.7599427647215182
pottedplant=0.40991863271375056
sheep=0.6900143142675876
sofa=0.6516197439821995
train=0.7362403020436747
tvmonitor=0.6459570414475563
mAP=0.6986362875893071
[Epoch 5] mAP 0.6986362875893071 higher than current best [0.6918192446613942] saving to faster_rcnn_resnet50_v1b_voc_best.params
[Epoch 5] Saving parameters to faster_rcnn_resnet50_v1b_voc_0005_0.6986.params
[Epoch 6][Batch 99], Speed: 11.689 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.186,RPNAcc=0.966,RPNL1Loss=0.317,RCNNAcc=0.921,RCNNL1Loss=1.345
[Epoch 6][Batch 199], Speed: 12.493 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.186,RPNAcc=0.966,RPNL1Loss=0.316,RCNNAcc=0.921,RCNNL1Loss=1.343
[Epoch 6][Batch 299], Speed: 12.647 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.186,RPNAcc=0.966,RPNL1Loss=0.316,RCNNAcc=0.921,RCNNL1Loss=1.342
[Epoch 6][Batch 399], Speed: 12.486 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.186,RPNAcc=0.966,RPNL1Loss=0.316,RCNNAcc=0.921,RCNNL1Loss=1.340
[Epoch 6][Batch 499], Speed: 12.405 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.190,RPNAcc=0.966,RPNL1Loss=0.316,RCNNAcc=0.921,RCNNL1Loss=1.339
[Epoch 6][Batch 599], Speed: 12.551 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.192,RPNAcc=0.966,RPNL1Loss=0.316,RCNNAcc=0.921,RCNNL1Loss=1.337
[Epoch 6][Batch 699], Speed: 12.542 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.190,RPNAcc=0.966,RPNL1Loss=0.316,RCNNAcc=0.921,RCNNL1Loss=1.335
[Epoch 6][Batch 799], Speed: 12.520 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.190,RPNAcc=0.966,RPNL1Loss=0.316,RCNNAcc=0.921,RCNNL1Loss=1.334
[Epoch 6][Batch 899], Speed: 12.617 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.191,RPNAcc=0.966,RPNL1Loss=0.316,RCNNAcc=0.921,RCNNL1Loss=1.332
[Epoch 6][Batch 999], Speed: 12.436 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.192,RPNAcc=0.966,RPNL1Loss=0.316,RCNNAcc=0.921,RCNNL1Loss=1.331
[Epoch 6][Batch 1099], Speed: 12.406 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.192,RPNAcc=0.966,RPNL1Loss=0.315,RCNNAcc=0.921,RCNNL1Loss=1.330
[Epoch 6][Batch 1199], Speed: 12.462 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.193,RPNAcc=0.966,RPNL1Loss=0.315,RCNNAcc=0.921,RCNNL1Loss=1.328
[Epoch 6][Batch 1299], Speed: 12.449 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.193,RPNAcc=0.966,RPNL1Loss=0.315,RCNNAcc=0.921,RCNNL1Loss=1.327
[Epoch 6][Batch 1399], Speed: 12.608 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.193,RPNAcc=0.966,RPNL1Loss=0.315,RCNNAcc=0.921,RCNNL1Loss=1.325
[Epoch 6][Batch 1499], Speed: 12.466 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.193,RPNAcc=0.966,RPNL1Loss=0.315,RCNNAcc=0.921,RCNNL1Loss=1.324
[Epoch 6][Batch 1599], Speed: 12.579 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.193,RPNAcc=0.966,RPNL1Loss=0.315,RCNNAcc=0.922,RCNNL1Loss=1.322
[Epoch 6][Batch 1699], Speed: 12.521 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.193,RPNAcc=0.966,RPNL1Loss=0.315,RCNNAcc=0.922,RCNNL1Loss=1.321
[Epoch 6][Batch 1799], Speed: 12.499 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.193,RPNAcc=0.966,RPNL1Loss=0.315,RCNNAcc=0.922,RCNNL1Loss=1.320
[Epoch 6][Batch 1899], Speed: 12.500 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.194,RPNAcc=0.966,RPNL1Loss=0.315,RCNNAcc=0.922,RCNNL1Loss=1.318
[Epoch 6][Batch 1999], Speed: 12.419 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.195,RPNAcc=0.966,RPNL1Loss=0.314,RCNNAcc=0.922,RCNNL1Loss=1.317
[Epoch 6][Batch 2099], Speed: 12.515 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.195,RPNAcc=0.966,RPNL1Loss=0.314,RCNNAcc=0.922,RCNNL1Loss=1.316
[Epoch 6][Batch 2199], Speed: 12.468 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.195,RPNAcc=0.966,RPNL1Loss=0.314,RCNNAcc=0.922,RCNNL1Loss=1.315
[Epoch 6][Batch 2299], Speed: 12.558 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.195,RPNAcc=0.966,RPNL1Loss=0.314,RCNNAcc=0.922,RCNNL1Loss=1.313
[Epoch 6][Batch 2399], Speed: 12.528 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.196,RPNAcc=0.967,RPNL1Loss=0.314,RCNNAcc=0.922,RCNNL1Loss=1.312
[Epoch 6][Batch 2499], Speed: 12.530 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.196,RPNAcc=0.967,RPNL1Loss=0.314,RCNNAcc=0.922,RCNNL1Loss=1.311
[Epoch 6][Batch 2599], Speed: 12.548 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.196,RPNAcc=0.967,RPNL1Loss=0.314,RCNNAcc=0.922,RCNNL1Loss=1.310
[Epoch 6][Batch 2699], Speed: 12.536 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.195,RPNAcc=0.967,RPNL1Loss=0.314,RCNNAcc=0.922,RCNNL1Loss=1.308
[Epoch 6][Batch 2799], Speed: 12.558 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.195,RPNAcc=0.967,RPNL1Loss=0.314,RCNNAcc=0.922,RCNNL1Loss=1.307
[Epoch 6][Batch 2899], Speed: 12.575 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.195,RPNAcc=0.967,RPNL1Loss=0.314,RCNNAcc=0.922,RCNNL1Loss=1.306
[Epoch 6][Batch 2999], Speed: 12.501 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.195,RPNAcc=0.967,RPNL1Loss=0.313,RCNNAcc=0.922,RCNNL1Loss=1.305
[Epoch 6][Batch 3099], Speed: 12.468 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.196,RPNAcc=0.967,RPNL1Loss=0.313,RCNNAcc=0.922,RCNNL1Loss=1.304
[Epoch 6][Batch 3199], Speed: 12.511 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.196,RPNAcc=0.967,RPNL1Loss=0.313,RCNNAcc=0.922,RCNNL1Loss=1.302
[Epoch 6][Batch 3299], Speed: 12.437 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.196,RPNAcc=0.967,RPNL1Loss=0.313,RCNNAcc=0.922,RCNNL1Loss=1.301
[Epoch 6][Batch 3399], Speed: 12.422 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.195,RPNAcc=0.967,RPNL1Loss=0.313,RCNNAcc=0.922,RCNNL1Loss=1.300
[Epoch 6][Batch 3499], Speed: 12.483 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.195,RPNAcc=0.967,RPNL1Loss=0.313,RCNNAcc=0.923,RCNNL1Loss=1.298
[Epoch 6][Batch 3599], Speed: 12.509 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.195,RPNAcc=0.967,RPNL1Loss=0.313,RCNNAcc=0.923,RCNNL1Loss=1.297
[Epoch 6][Batch 3699], Speed: 12.475 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.195,RPNAcc=0.967,RPNL1Loss=0.313,RCNNAcc=0.923,RCNNL1Loss=1.296
[Epoch 6][Batch 3799], Speed: 12.554 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.195,RPNAcc=0.967,RPNL1Loss=0.313,RCNNAcc=0.923,RCNNL1Loss=1.295
[Epoch 6][Batch 3899], Speed: 12.496 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.195,RPNAcc=0.967,RPNL1Loss=0.313,RCNNAcc=0.923,RCNNL1Loss=1.294
[Epoch 6][Batch 3999], Speed: 12.455 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.195,RPNAcc=0.967,RPNL1Loss=0.312,RCNNAcc=0.923,RCNNL1Loss=1.293
[Epoch 6][Batch 4099], Speed: 12.524 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.195,RPNAcc=0.967,RPNL1Loss=0.312,RCNNAcc=0.923,RCNNL1Loss=1.291
[Epoch 6] Training cost: 1325.363, RPN_Conf=0.066,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.195
[Epoch 6] Validation: 
aeroplane=0.7437667681012993
bicycle=0.7730859929607691
bird=0.7538741037369731
boat=0.5986242175036909
bottle=0.5431913304661448
bus=0.804491117815683
car=0.7874532309166454
cat=0.8749407828422594
chair=0.5275483877731377
cow=0.763863886656101
diningtable=0.6182665037493387
dog=0.824677836951974
horse=0.810720945801282
motorbike=0.7300726676334062
person=0.7723334545555498
pottedplant=0.43484217411181164
sheep=0.7077906674653677
sofa=0.7070994260725175
train=0.7543602396959175
tvmonitor=0.7060878747916052
mAP=0.7118545804800737
[Epoch 6] mAP 0.7118545804800737 higher than current best [0.6986362875893071] saving to faster_rcnn_resnet50_v1b_voc_best.params
[Epoch 6] Saving parameters to faster_rcnn_resnet50_v1b_voc_0006_0.7119.params
[Epoch 7][Batch 99], Speed: 11.928 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.189,RPNAcc=0.967,RPNL1Loss=0.312,RCNNAcc=0.923,RCNNL1Loss=1.290
[Epoch 7][Batch 199], Speed: 12.497 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.190,RPNAcc=0.967,RPNL1Loss=0.312,RCNNAcc=0.923,RCNNL1Loss=1.288
[Epoch 7][Batch 299], Speed: 12.542 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.189,RPNAcc=0.967,RPNL1Loss=0.312,RCNNAcc=0.923,RCNNL1Loss=1.287
[Epoch 7][Batch 399], Speed: 12.569 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.186,RPNAcc=0.967,RPNL1Loss=0.312,RCNNAcc=0.923,RCNNL1Loss=1.286
[Epoch 7][Batch 499], Speed: 12.573 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.186,RPNAcc=0.967,RPNL1Loss=0.312,RCNNAcc=0.923,RCNNL1Loss=1.284
[Epoch 7][Batch 599], Speed: 12.425 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.184,RPNAcc=0.967,RPNL1Loss=0.312,RCNNAcc=0.923,RCNNL1Loss=1.283
[Epoch 7][Batch 699], Speed: 12.513 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.186,RPNAcc=0.967,RPNL1Loss=0.312,RCNNAcc=0.923,RCNNL1Loss=1.282
[Epoch 7][Batch 799], Speed: 12.515 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.187,RPNAcc=0.967,RPNL1Loss=0.312,RCNNAcc=0.923,RCNNL1Loss=1.280
[Epoch 7][Batch 899], Speed: 12.397 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.187,RPNAcc=0.967,RPNL1Loss=0.312,RCNNAcc=0.923,RCNNL1Loss=1.279
[Epoch 7][Batch 999], Speed: 12.452 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.187,RPNAcc=0.967,RPNL1Loss=0.311,RCNNAcc=0.923,RCNNL1Loss=1.278
[Epoch 7][Batch 1099], Speed: 12.481 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.187,RPNAcc=0.967,RPNL1Loss=0.311,RCNNAcc=0.923,RCNNL1Loss=1.277
[Epoch 7][Batch 1199], Speed: 12.503 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.187,RPNAcc=0.967,RPNL1Loss=0.311,RCNNAcc=0.924,RCNNL1Loss=1.276
[Epoch 7][Batch 1299], Speed: 12.557 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.187,RPNAcc=0.967,RPNL1Loss=0.311,RCNNAcc=0.924,RCNNL1Loss=1.275
[Epoch 7][Batch 1399], Speed: 12.503 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.188,RPNAcc=0.967,RPNL1Loss=0.311,RCNNAcc=0.924,RCNNL1Loss=1.274
[Epoch 7][Batch 1499], Speed: 12.493 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.188,RPNAcc=0.967,RPNL1Loss=0.311,RCNNAcc=0.924,RCNNL1Loss=1.272
[Epoch 7][Batch 1599], Speed: 12.414 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.188,RPNAcc=0.967,RPNL1Loss=0.311,RCNNAcc=0.924,RCNNL1Loss=1.271
[Epoch 7][Batch 1699], Speed: 12.450 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.187,RPNAcc=0.967,RPNL1Loss=0.311,RCNNAcc=0.924,RCNNL1Loss=1.270
[Epoch 7][Batch 1799], Speed: 12.423 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.187,RPNAcc=0.967,RPNL1Loss=0.311,RCNNAcc=0.924,RCNNL1Loss=1.269
[Epoch 7][Batch 1899], Speed: 12.442 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.187,RPNAcc=0.968,RPNL1Loss=0.311,RCNNAcc=0.924,RCNNL1Loss=1.268
[Epoch 7][Batch 1999], Speed: 12.451 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.187,RPNAcc=0.968,RPNL1Loss=0.310,RCNNAcc=0.924,RCNNL1Loss=1.266
[Epoch 7][Batch 2099], Speed: 12.334 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.187,RPNAcc=0.968,RPNL1Loss=0.310,RCNNAcc=0.924,RCNNL1Loss=1.265
[Epoch 7][Batch 2199], Speed: 12.483 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.188,RPNAcc=0.968,RPNL1Loss=0.310,RCNNAcc=0.924,RCNNL1Loss=1.265
[Epoch 7][Batch 2299], Speed: 12.417 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.188,RPNAcc=0.968,RPNL1Loss=0.310,RCNNAcc=0.924,RCNNL1Loss=1.263
[Epoch 7][Batch 2399], Speed: 12.395 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.188,RPNAcc=0.968,RPNL1Loss=0.310,RCNNAcc=0.924,RCNNL1Loss=1.262
[Epoch 7][Batch 2499], Speed: 12.476 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.188,RPNAcc=0.968,RPNL1Loss=0.310,RCNNAcc=0.924,RCNNL1Loss=1.261
[Epoch 7][Batch 2599], Speed: 12.450 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.188,RPNAcc=0.968,RPNL1Loss=0.310,RCNNAcc=0.924,RCNNL1Loss=1.260
[Epoch 7][Batch 2699], Speed: 12.462 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.188,RPNAcc=0.968,RPNL1Loss=0.310,RCNNAcc=0.924,RCNNL1Loss=1.259
[Epoch 7][Batch 2799], Speed: 12.461 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.188,RPNAcc=0.968,RPNL1Loss=0.310,RCNNAcc=0.924,RCNNL1Loss=1.258
[Epoch 7][Batch 2899], Speed: 12.564 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.188,RPNAcc=0.968,RPNL1Loss=0.310,RCNNAcc=0.924,RCNNL1Loss=1.257
[Epoch 7][Batch 2999], Speed: 12.395 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.188,RPNAcc=0.968,RPNL1Loss=0.310,RCNNAcc=0.924,RCNNL1Loss=1.256
[Epoch 7][Batch 3099], Speed: 12.591 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.188,RPNAcc=0.968,RPNL1Loss=0.309,RCNNAcc=0.924,RCNNL1Loss=1.255
[Epoch 7][Batch 3199], Speed: 12.484 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.187,RPNAcc=0.968,RPNL1Loss=0.309,RCNNAcc=0.925,RCNNL1Loss=1.254
[Epoch 7][Batch 3299], Speed: 12.446 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.187,RPNAcc=0.968,RPNL1Loss=0.309,RCNNAcc=0.925,RCNNL1Loss=1.253
[Epoch 7][Batch 3399], Speed: 12.455 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.187,RPNAcc=0.968,RPNL1Loss=0.309,RCNNAcc=0.925,RCNNL1Loss=1.252
[Epoch 7][Batch 3499], Speed: 12.479 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.187,RPNAcc=0.968,RPNL1Loss=0.309,RCNNAcc=0.925,RCNNL1Loss=1.250
[Epoch 7][Batch 3599], Speed: 12.416 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.187,RPNAcc=0.968,RPNL1Loss=0.309,RCNNAcc=0.925,RCNNL1Loss=1.249
[Epoch 7][Batch 3699], Speed: 12.546 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.187,RPNAcc=0.968,RPNL1Loss=0.309,RCNNAcc=0.925,RCNNL1Loss=1.248
[Epoch 7][Batch 3799], Speed: 12.511 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.187,RPNAcc=0.968,RPNL1Loss=0.309,RCNNAcc=0.925,RCNNL1Loss=1.247
[Epoch 7][Batch 3899], Speed: 12.529 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.187,RPNAcc=0.968,RPNL1Loss=0.309,RCNNAcc=0.925,RCNNL1Loss=1.247
[Epoch 7][Batch 3999], Speed: 12.476 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.187,RPNAcc=0.968,RPNL1Loss=0.309,RCNNAcc=0.925,RCNNL1Loss=1.246
[Epoch 7][Batch 4099], Speed: 12.548 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.187,RPNAcc=0.968,RPNL1Loss=0.309,RCNNAcc=0.925,RCNNL1Loss=1.245
[Epoch 7] Training cost: 1327.565, RPN_Conf=0.064,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.187
[Epoch 7] Validation: 
aeroplane=0.7627553068365587
bicycle=0.8028787830877063
bird=0.7492241846860526
boat=0.6128931463986358
bottle=0.5952872500468709
bus=0.8178310826098258
car=0.8597812775217828
cat=0.8593734196360703
chair=0.4895252806230654
cow=0.8232624290486611
diningtable=0.6345295391555703
dog=0.8449753751025988
horse=0.8239585768892436
motorbike=0.7668275208403013
person=0.7792114171197576
pottedplant=0.4609009044756495
sheep=0.7315514053744671
sofa=0.612526277118578
train=0.779451879765748
tvmonitor=0.7235857032938242
mAP=0.7265165379815485
[Epoch 7] mAP 0.7265165379815485 higher than current best [0.7118545804800737] saving to faster_rcnn_resnet50_v1b_voc_best.params
[Epoch 7] Saving parameters to faster_rcnn_resnet50_v1b_voc_0007_0.7265.params
[Epoch 8][Batch 99], Speed: 11.261 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.174,RPNAcc=0.968,RPNL1Loss=0.308,RCNNAcc=0.925,RCNNL1Loss=1.243
[Epoch 8][Batch 199], Speed: 12.480 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.177,RPNAcc=0.968,RPNL1Loss=0.308,RCNNAcc=0.925,RCNNL1Loss=1.242
[Epoch 8][Batch 299], Speed: 12.484 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.149,RCNN_SmoothL1=0.177,RPNAcc=0.968,RPNL1Loss=0.308,RCNNAcc=0.925,RCNNL1Loss=1.241
[Epoch 8][Batch 399], Speed: 12.474 samples/sec, RPN_Conf=0.059,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.153,RCNN_SmoothL1=0.178,RPNAcc=0.968,RPNL1Loss=0.308,RCNNAcc=0.925,RCNNL1Loss=1.240
[Epoch 8][Batch 499], Speed: 12.442 samples/sec, RPN_Conf=0.059,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.153,RCNN_SmoothL1=0.178,RPNAcc=0.968,RPNL1Loss=0.308,RCNNAcc=0.925,RCNNL1Loss=1.239
[Epoch 8][Batch 599], Speed: 12.412 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.178,RPNAcc=0.968,RPNL1Loss=0.308,RCNNAcc=0.925,RCNNL1Loss=1.238
[Epoch 8][Batch 699], Speed: 12.492 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.179,RPNAcc=0.968,RPNL1Loss=0.308,RCNNAcc=0.925,RCNNL1Loss=1.237
[Epoch 8][Batch 799], Speed: 12.579 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.179,RPNAcc=0.968,RPNL1Loss=0.308,RCNNAcc=0.925,RCNNL1Loss=1.236
[Epoch 8][Batch 899], Speed: 12.484 samples/sec, RPN_Conf=0.061,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.180,RPNAcc=0.968,RPNL1Loss=0.308,RCNNAcc=0.925,RCNNL1Loss=1.235
[Epoch 8][Batch 999], Speed: 12.561 samples/sec, RPN_Conf=0.061,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.181,RPNAcc=0.968,RPNL1Loss=0.308,RCNNAcc=0.925,RCNNL1Loss=1.234
[Epoch 8][Batch 1099], Speed: 12.464 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.181,RPNAcc=0.968,RPNL1Loss=0.308,RCNNAcc=0.925,RCNNL1Loss=1.233
[Epoch 8][Batch 1199], Speed: 12.521 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.180,RPNAcc=0.968,RPNL1Loss=0.307,RCNNAcc=0.926,RCNNL1Loss=1.232
[Epoch 8][Batch 1299], Speed: 12.486 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.181,RPNAcc=0.968,RPNL1Loss=0.307,RCNNAcc=0.926,RCNNL1Loss=1.231
[Epoch 8][Batch 1399], Speed: 12.542 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.181,RPNAcc=0.968,RPNL1Loss=0.307,RCNNAcc=0.926,RCNNL1Loss=1.230
[Epoch 8][Batch 1499], Speed: 12.489 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.181,RPNAcc=0.968,RPNL1Loss=0.307,RCNNAcc=0.926,RCNNL1Loss=1.229
[Epoch 8][Batch 1599], Speed: 12.561 samples/sec, RPN_Conf=0.061,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.181,RPNAcc=0.968,RPNL1Loss=0.307,RCNNAcc=0.926,RCNNL1Loss=1.228
[Epoch 8][Batch 1699], Speed: 12.379 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.182,RPNAcc=0.968,RPNL1Loss=0.307,RCNNAcc=0.926,RCNNL1Loss=1.227
[Epoch 8][Batch 1799], Speed: 12.414 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.182,RPNAcc=0.968,RPNL1Loss=0.307,RCNNAcc=0.926,RCNNL1Loss=1.226
[Epoch 8][Batch 1899], Speed: 12.538 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.182,RPNAcc=0.969,RPNL1Loss=0.307,RCNNAcc=0.926,RCNNL1Loss=1.225
[Epoch 8][Batch 1999], Speed: 12.412 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.182,RPNAcc=0.969,RPNL1Loss=0.307,RCNNAcc=0.926,RCNNL1Loss=1.224
[Epoch 8][Batch 2099], Speed: 12.587 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.182,RPNAcc=0.969,RPNL1Loss=0.307,RCNNAcc=0.926,RCNNL1Loss=1.223
[Epoch 8][Batch 2199], Speed: 12.459 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.182,RPNAcc=0.969,RPNL1Loss=0.307,RCNNAcc=0.926,RCNNL1Loss=1.222
[Epoch 8][Batch 2299], Speed: 12.606 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.182,RPNAcc=0.969,RPNL1Loss=0.307,RCNNAcc=0.926,RCNNL1Loss=1.221
[Epoch 8][Batch 2399], Speed: 12.484 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.182,RPNAcc=0.969,RPNL1Loss=0.306,RCNNAcc=0.926,RCNNL1Loss=1.220
[Epoch 8][Batch 2499], Speed: 12.500 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.181,RPNAcc=0.969,RPNL1Loss=0.306,RCNNAcc=0.926,RCNNL1Loss=1.219
[Epoch 8][Batch 2599], Speed: 12.502 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.181,RPNAcc=0.969,RPNL1Loss=0.306,RCNNAcc=0.926,RCNNL1Loss=1.218
[Epoch 8][Batch 2699], Speed: 12.503 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.181,RPNAcc=0.969,RPNL1Loss=0.306,RCNNAcc=0.926,RCNNL1Loss=1.217
[Epoch 8][Batch 2799], Speed: 12.625 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.181,RPNAcc=0.969,RPNL1Loss=0.306,RCNNAcc=0.926,RCNNL1Loss=1.216
[Epoch 8][Batch 2899], Speed: 12.547 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.181,RPNAcc=0.969,RPNL1Loss=0.306,RCNNAcc=0.926,RCNNL1Loss=1.215
[Epoch 8][Batch 2999], Speed: 12.510 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.181,RPNAcc=0.969,RPNL1Loss=0.306,RCNNAcc=0.926,RCNNL1Loss=1.214
[Epoch 8][Batch 3099], Speed: 12.467 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.181,RPNAcc=0.969,RPNL1Loss=0.306,RCNNAcc=0.926,RCNNL1Loss=1.213
[Epoch 8][Batch 3199], Speed: 12.547 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.181,RPNAcc=0.969,RPNL1Loss=0.306,RCNNAcc=0.926,RCNNL1Loss=1.212
[Epoch 8][Batch 3299], Speed: 12.477 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.181,RPNAcc=0.969,RPNL1Loss=0.306,RCNNAcc=0.926,RCNNL1Loss=1.212
[Epoch 8][Batch 3399], Speed: 12.509 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.181,RPNAcc=0.969,RPNL1Loss=0.306,RCNNAcc=0.926,RCNNL1Loss=1.211
[Epoch 8][Batch 3499], Speed: 12.528 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.181,RPNAcc=0.969,RPNL1Loss=0.306,RCNNAcc=0.926,RCNNL1Loss=1.210
[Epoch 8][Batch 3599], Speed: 12.475 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.182,RPNAcc=0.969,RPNL1Loss=0.305,RCNNAcc=0.926,RCNNL1Loss=1.209
[Epoch 8][Batch 3699], Speed: 12.580 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.181,RPNAcc=0.969,RPNL1Loss=0.305,RCNNAcc=0.926,RCNNL1Loss=1.208
[Epoch 8][Batch 3799], Speed: 12.484 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.181,RPNAcc=0.969,RPNL1Loss=0.305,RCNNAcc=0.927,RCNNL1Loss=1.207
[Epoch 8][Batch 3899], Speed: 12.467 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.181,RPNAcc=0.969,RPNL1Loss=0.305,RCNNAcc=0.927,RCNNL1Loss=1.206
[Epoch 8][Batch 3999], Speed: 12.499 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.181,RPNAcc=0.969,RPNL1Loss=0.305,RCNNAcc=0.927,RCNNL1Loss=1.205
[Epoch 8][Batch 4099], Speed: 12.454 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.181,RPNAcc=0.969,RPNL1Loss=0.305,RCNNAcc=0.927,RCNNL1Loss=1.205
[Epoch 8] Training cost: 1327.090, RPN_Conf=0.062,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.181
[Epoch 8] Validation: 
aeroplane=0.7644394297535082
bicycle=0.7625604063772203
bird=0.7510550379209355
boat=0.6528829935209253
bottle=0.6353797380157714
bus=0.7991368149025578
car=0.8314804496739272
cat=0.8249444589089134
chair=0.544114867220966
cow=0.7655570329260012
diningtable=0.6645064986387176
dog=0.7548839431260006
horse=0.8049083452858028
motorbike=0.7906902763705947
person=0.7704486770074759
pottedplant=0.42779555649608725
sheep=0.7247735552243748
sofa=0.6778536828111797
train=0.7903431712950165
tvmonitor=0.7293802361494771
mAP=0.7233567585812727
[Epoch 8] Saving parameters to faster_rcnn_resnet50_v1b_voc_0008_0.7234.params
[Epoch 9][Batch 99], Speed: 11.873 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.153,RCNN_SmoothL1=0.173,RPNAcc=0.969,RPNL1Loss=0.305,RCNNAcc=0.927,RCNNL1Loss=1.203
[Epoch 9][Batch 199], Speed: 12.532 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.178,RPNAcc=0.969,RPNL1Loss=0.305,RCNNAcc=0.927,RCNNL1Loss=1.202
[Epoch 9][Batch 299], Speed: 12.489 samples/sec, RPN_Conf=0.059,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.153,RCNN_SmoothL1=0.174,RPNAcc=0.969,RPNL1Loss=0.305,RCNNAcc=0.927,RCNNL1Loss=1.201
[Epoch 9][Batch 399], Speed: 12.397 samples/sec, RPN_Conf=0.059,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.175,RPNAcc=0.969,RPNL1Loss=0.305,RCNNAcc=0.927,RCNNL1Loss=1.200
[Epoch 9][Batch 499], Speed: 12.624 samples/sec, RPN_Conf=0.059,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.176,RPNAcc=0.969,RPNL1Loss=0.305,RCNNAcc=0.927,RCNNL1Loss=1.199
[Epoch 9][Batch 599], Speed: 12.397 samples/sec, RPN_Conf=0.059,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.176,RPNAcc=0.969,RPNL1Loss=0.304,RCNNAcc=0.927,RCNNL1Loss=1.198
[Epoch 9][Batch 699], Speed: 12.539 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.175,RPNAcc=0.969,RPNL1Loss=0.304,RCNNAcc=0.927,RCNNL1Loss=1.197
[Epoch 9][Batch 799], Speed: 12.487 samples/sec, RPN_Conf=0.059,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.153,RCNN_SmoothL1=0.173,RPNAcc=0.969,RPNL1Loss=0.304,RCNNAcc=0.927,RCNNL1Loss=1.196
[Epoch 9][Batch 899], Speed: 12.518 samples/sec, RPN_Conf=0.059,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.153,RCNN_SmoothL1=0.173,RPNAcc=0.969,RPNL1Loss=0.304,RCNNAcc=0.927,RCNNL1Loss=1.195
[Epoch 9][Batch 999], Speed: 12.400 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.172,RPNAcc=0.969,RPNL1Loss=0.304,RCNNAcc=0.927,RCNNL1Loss=1.194
[Epoch 9][Batch 1099], Speed: 12.420 samples/sec, RPN_Conf=0.059,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.173,RPNAcc=0.969,RPNL1Loss=0.304,RCNNAcc=0.927,RCNNL1Loss=1.194
[Epoch 9][Batch 1199], Speed: 12.523 samples/sec, RPN_Conf=0.059,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.172,RPNAcc=0.969,RPNL1Loss=0.304,RCNNAcc=0.927,RCNNL1Loss=1.193
[Epoch 9][Batch 1299], Speed: 12.513 samples/sec, RPN_Conf=0.059,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.172,RPNAcc=0.969,RPNL1Loss=0.304,RCNNAcc=0.927,RCNNL1Loss=1.192
[Epoch 9][Batch 1399], Speed: 12.463 samples/sec, RPN_Conf=0.059,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.172,RPNAcc=0.969,RPNL1Loss=0.304,RCNNAcc=0.927,RCNNL1Loss=1.191
[Epoch 9][Batch 1499], Speed: 12.331 samples/sec, RPN_Conf=0.059,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.172,RPNAcc=0.969,RPNL1Loss=0.304,RCNNAcc=0.927,RCNNL1Loss=1.190
[Epoch 9][Batch 1599], Speed: 12.386 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.153,RCNN_SmoothL1=0.173,RPNAcc=0.969,RPNL1Loss=0.304,RCNNAcc=0.927,RCNNL1Loss=1.189
[Epoch 9][Batch 1699], Speed: 12.493 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.153,RCNN_SmoothL1=0.173,RPNAcc=0.969,RPNL1Loss=0.304,RCNNAcc=0.927,RCNNL1Loss=1.188
[Epoch 9][Batch 1799], Speed: 12.536 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.153,RCNN_SmoothL1=0.172,RPNAcc=0.969,RPNL1Loss=0.304,RCNNAcc=0.927,RCNNL1Loss=1.187
[Epoch 9][Batch 1899], Speed: 12.361 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.173,RPNAcc=0.969,RPNL1Loss=0.303,RCNNAcc=0.927,RCNNL1Loss=1.186
[Epoch 9][Batch 1999], Speed: 12.452 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.173,RPNAcc=0.969,RPNL1Loss=0.303,RCNNAcc=0.928,RCNNL1Loss=1.186
[Epoch 9][Batch 2099], Speed: 12.523 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.173,RPNAcc=0.969,RPNL1Loss=0.303,RCNNAcc=0.928,RCNNL1Loss=1.185
[Epoch 9][Batch 2199], Speed: 12.508 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.173,RPNAcc=0.969,RPNL1Loss=0.303,RCNNAcc=0.928,RCNNL1Loss=1.184
[Epoch 9][Batch 2299], Speed: 12.417 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.173,RPNAcc=0.969,RPNL1Loss=0.303,RCNNAcc=0.928,RCNNL1Loss=1.183
[Epoch 9][Batch 2399], Speed: 12.500 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.174,RPNAcc=0.969,RPNL1Loss=0.303,RCNNAcc=0.928,RCNNL1Loss=1.182
[Epoch 9][Batch 2499], Speed: 12.522 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.174,RPNAcc=0.969,RPNL1Loss=0.303,RCNNAcc=0.928,RCNNL1Loss=1.182
[Epoch 9][Batch 2599], Speed: 12.525 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.174,RPNAcc=0.969,RPNL1Loss=0.303,RCNNAcc=0.928,RCNNL1Loss=1.181
[Epoch 9][Batch 2699], Speed: 12.377 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.174,RPNAcc=0.970,RPNL1Loss=0.303,RCNNAcc=0.928,RCNNL1Loss=1.180
[Epoch 9][Batch 2799], Speed: 12.545 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.174,RPNAcc=0.970,RPNL1Loss=0.303,RCNNAcc=0.928,RCNNL1Loss=1.179
[Epoch 9][Batch 2899], Speed: 12.268 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.174,RPNAcc=0.970,RPNL1Loss=0.303,RCNNAcc=0.928,RCNNL1Loss=1.178
[Epoch 9][Batch 2999], Speed: 12.510 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.174,RPNAcc=0.970,RPNL1Loss=0.303,RCNNAcc=0.928,RCNNL1Loss=1.178
[Epoch 9][Batch 3099], Speed: 12.506 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.174,RPNAcc=0.970,RPNL1Loss=0.303,RCNNAcc=0.928,RCNNL1Loss=1.177
[Epoch 9][Batch 3199], Speed: 12.559 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.174,RPNAcc=0.970,RPNL1Loss=0.303,RCNNAcc=0.928,RCNNL1Loss=1.176
[Epoch 9][Batch 3299], Speed: 12.491 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.174,RPNAcc=0.970,RPNL1Loss=0.302,RCNNAcc=0.928,RCNNL1Loss=1.175
[Epoch 9][Batch 3399], Speed: 12.550 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.174,RPNAcc=0.970,RPNL1Loss=0.302,RCNNAcc=0.928,RCNNL1Loss=1.174
[Epoch 9][Batch 3499], Speed: 12.493 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.174,RPNAcc=0.970,RPNL1Loss=0.302,RCNNAcc=0.928,RCNNL1Loss=1.174
[Epoch 9][Batch 3599], Speed: 12.480 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.174,RPNAcc=0.970,RPNL1Loss=0.302,RCNNAcc=0.928,RCNNL1Loss=1.173
[Epoch 9][Batch 3699], Speed: 12.470 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.174,RPNAcc=0.970,RPNL1Loss=0.302,RCNNAcc=0.928,RCNNL1Loss=1.172
[Epoch 9][Batch 3799], Speed: 12.552 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.174,RPNAcc=0.970,RPNL1Loss=0.302,RCNNAcc=0.928,RCNNL1Loss=1.171
[Epoch 9][Batch 3899], Speed: 12.435 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.174,RPNAcc=0.970,RPNL1Loss=0.302,RCNNAcc=0.928,RCNNL1Loss=1.170
[Epoch 9][Batch 3999], Speed: 12.459 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.174,RPNAcc=0.970,RPNL1Loss=0.302,RCNNAcc=0.928,RCNNL1Loss=1.170
[Epoch 9][Batch 4099], Speed: 12.524 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.174,RPNAcc=0.970,RPNL1Loss=0.302,RCNNAcc=0.928,RCNNL1Loss=1.169
[Epoch 9] Training cost: 1328.103, RPN_Conf=0.060,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.174
[Epoch 9] Validation: 
aeroplane=0.7869132647586893
bicycle=0.8333597834335363
bird=0.739030718101502
boat=0.6376161109382583
bottle=0.5664374361525522
bus=0.8423005291430309
car=0.8560013673203553
cat=0.8377291127947204
chair=0.5311455156463487
cow=0.7690691423404277
diningtable=0.6443295276080249
dog=0.8201127060263901
horse=0.8292333623915367
motorbike=0.7369037413443063
person=0.7662392096331788
pottedplant=0.4516819911992784
sheep=0.7225444420260584
sofa=0.6839512024151397
train=0.7608906872558862
tvmonitor=0.7319823170920103
mAP=0.7273736083810615
[Epoch 9] mAP 0.7273736083810615 higher than current best [0.7265165379815485] saving to faster_rcnn_resnet50_v1b_voc_best.params
[Epoch 9] Saving parameters to faster_rcnn_resnet50_v1b_voc_0009_0.7274.params
[Epoch 10][Batch 99], Speed: 11.652 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.163,RPNAcc=0.970,RPNL1Loss=0.302,RCNNAcc=0.928,RCNNL1Loss=1.168
[Epoch 10][Batch 199], Speed: 12.371 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.165,RPNAcc=0.970,RPNL1Loss=0.302,RCNNAcc=0.928,RCNNL1Loss=1.167
[Epoch 10][Batch 299], Speed: 12.474 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.143,RCNN_SmoothL1=0.164,RPNAcc=0.970,RPNL1Loss=0.302,RCNNAcc=0.928,RCNNL1Loss=1.166
[Epoch 10][Batch 399], Speed: 12.436 samples/sec, RPN_Conf=0.061,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.147,RCNN_SmoothL1=0.167,RPNAcc=0.970,RPNL1Loss=0.302,RCNNAcc=0.928,RCNNL1Loss=1.165
[Epoch 10][Batch 499], Speed: 12.428 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.149,RCNN_SmoothL1=0.169,RPNAcc=0.970,RPNL1Loss=0.302,RCNNAcc=0.928,RCNNL1Loss=1.164
[Epoch 10][Batch 599], Speed: 12.472 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.169,RPNAcc=0.970,RPNL1Loss=0.302,RCNNAcc=0.929,RCNNL1Loss=1.164
[Epoch 10][Batch 699], Speed: 12.483 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.170,RPNAcc=0.970,RPNL1Loss=0.302,RCNNAcc=0.929,RCNNL1Loss=1.163
[Epoch 10][Batch 799], Speed: 12.501 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.149,RCNN_SmoothL1=0.169,RPNAcc=0.970,RPNL1Loss=0.301,RCNNAcc=0.929,RCNNL1Loss=1.162
[Epoch 10][Batch 899], Speed: 12.404 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.149,RCNN_SmoothL1=0.169,RPNAcc=0.970,RPNL1Loss=0.301,RCNNAcc=0.929,RCNNL1Loss=1.161
[Epoch 10][Batch 999], Speed: 12.507 samples/sec, RPN_Conf=0.059,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.169,RPNAcc=0.970,RPNL1Loss=0.301,RCNNAcc=0.929,RCNNL1Loss=1.160
[Epoch 10][Batch 1099], Speed: 12.561 samples/sec, RPN_Conf=0.059,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.169,RPNAcc=0.970,RPNL1Loss=0.301,RCNNAcc=0.929,RCNNL1Loss=1.160
[Epoch 10][Batch 1199], Speed: 12.581 samples/sec, RPN_Conf=0.059,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.147,RCNN_SmoothL1=0.167,RPNAcc=0.970,RPNL1Loss=0.301,RCNNAcc=0.929,RCNNL1Loss=1.159
[Epoch 10][Batch 1299], Speed: 12.555 samples/sec, RPN_Conf=0.059,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.168,RPNAcc=0.970,RPNL1Loss=0.301,RCNNAcc=0.929,RCNNL1Loss=1.158
[Epoch 10][Batch 1399], Speed: 12.520 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.168,RPNAcc=0.970,RPNL1Loss=0.301,RCNNAcc=0.929,RCNNL1Loss=1.157
[Epoch 10][Batch 1499], Speed: 12.530 samples/sec, RPN_Conf=0.059,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.149,RCNN_SmoothL1=0.168,RPNAcc=0.970,RPNL1Loss=0.301,RCNNAcc=0.929,RCNNL1Loss=1.156
[Epoch 10][Batch 1599], Speed: 12.463 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.149,RCNN_SmoothL1=0.168,RPNAcc=0.970,RPNL1Loss=0.301,RCNNAcc=0.929,RCNNL1Loss=1.155
[Epoch 10][Batch 1699], Speed: 12.554 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.149,RCNN_SmoothL1=0.168,RPNAcc=0.970,RPNL1Loss=0.301,RCNNAcc=0.929,RCNNL1Loss=1.155
[Epoch 10][Batch 1799], Speed: 12.504 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.149,RCNN_SmoothL1=0.168,RPNAcc=0.970,RPNL1Loss=0.301,RCNNAcc=0.929,RCNNL1Loss=1.154
[Epoch 10][Batch 1899], Speed: 12.502 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.149,RCNN_SmoothL1=0.168,RPNAcc=0.970,RPNL1Loss=0.301,RCNNAcc=0.929,RCNNL1Loss=1.153
[Epoch 10][Batch 1999], Speed: 12.548 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.169,RPNAcc=0.970,RPNL1Loss=0.300,RCNNAcc=0.929,RCNNL1Loss=1.153
[Epoch 10][Batch 2099], Speed: 12.520 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.169,RPNAcc=0.970,RPNL1Loss=0.300,RCNNAcc=0.929,RCNNL1Loss=1.152
[Epoch 10][Batch 2199], Speed: 12.440 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.169,RPNAcc=0.970,RPNL1Loss=0.300,RCNNAcc=0.929,RCNNL1Loss=1.151
[Epoch 10][Batch 2299], Speed: 12.365 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.170,RPNAcc=0.970,RPNL1Loss=0.300,RCNNAcc=0.929,RCNNL1Loss=1.150
[Epoch 10][Batch 2399], Speed: 12.428 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.170,RPNAcc=0.970,RPNL1Loss=0.300,RCNNAcc=0.929,RCNNL1Loss=1.150
[Epoch 10][Batch 2499], Speed: 12.519 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.170,RPNAcc=0.970,RPNL1Loss=0.300,RCNNAcc=0.929,RCNNL1Loss=1.149
[Epoch 10][Batch 2599], Speed: 12.418 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.170,RPNAcc=0.970,RPNL1Loss=0.300,RCNNAcc=0.929,RCNNL1Loss=1.148
[Epoch 10][Batch 2699], Speed: 12.503 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.169,RPNAcc=0.970,RPNL1Loss=0.300,RCNNAcc=0.929,RCNNL1Loss=1.147
[Epoch 10][Batch 2799], Speed: 12.517 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.169,RPNAcc=0.970,RPNL1Loss=0.300,RCNNAcc=0.929,RCNNL1Loss=1.147
[Epoch 10][Batch 2899], Speed: 12.541 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.169,RPNAcc=0.970,RPNL1Loss=0.300,RCNNAcc=0.929,RCNNL1Loss=1.146
[Epoch 10][Batch 2999], Speed: 12.520 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.169,RPNAcc=0.970,RPNL1Loss=0.300,RCNNAcc=0.929,RCNNL1Loss=1.145
[Epoch 10][Batch 3099], Speed: 12.545 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.169,RPNAcc=0.970,RPNL1Loss=0.300,RCNNAcc=0.929,RCNNL1Loss=1.144
[Epoch 10][Batch 3199], Speed: 12.539 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.169,RPNAcc=0.970,RPNL1Loss=0.300,RCNNAcc=0.929,RCNNL1Loss=1.144
[Epoch 10][Batch 3299], Speed: 12.539 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.169,RPNAcc=0.970,RPNL1Loss=0.300,RCNNAcc=0.929,RCNNL1Loss=1.143
[Epoch 10][Batch 3399], Speed: 12.433 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.169,RPNAcc=0.970,RPNL1Loss=0.300,RCNNAcc=0.929,RCNNL1Loss=1.142
[Epoch 10][Batch 3499], Speed: 12.415 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.169,RPNAcc=0.970,RPNL1Loss=0.300,RCNNAcc=0.930,RCNNL1Loss=1.142
[Epoch 10][Batch 3599], Speed: 12.528 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.169,RPNAcc=0.970,RPNL1Loss=0.300,RCNNAcc=0.930,RCNNL1Loss=1.141
[Epoch 10][Batch 3699], Speed: 12.489 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.169,RPNAcc=0.970,RPNL1Loss=0.299,RCNNAcc=0.930,RCNNL1Loss=1.140
[Epoch 10][Batch 3799], Speed: 12.542 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.169,RPNAcc=0.970,RPNL1Loss=0.299,RCNNAcc=0.930,RCNNL1Loss=1.140
[Epoch 10][Batch 3899], Speed: 12.567 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.169,RPNAcc=0.970,RPNL1Loss=0.299,RCNNAcc=0.930,RCNNL1Loss=1.139
[Epoch 10][Batch 3999], Speed: 12.427 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.169,RPNAcc=0.970,RPNL1Loss=0.299,RCNNAcc=0.930,RCNNL1Loss=1.138
[Epoch 10][Batch 4099], Speed: 12.504 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.169,RPNAcc=0.970,RPNL1Loss=0.299,RCNNAcc=0.930,RCNNL1Loss=1.138
[Epoch 10] Training cost: 1326.926, RPN_Conf=0.058,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.169
[Epoch 10] Validation: 
aeroplane=0.7721914455014349
bicycle=0.8039220815377109
bird=0.7508196022982597
boat=0.6122099400877901
bottle=0.6299611964390877
bus=0.801292773327013
car=0.8579020058436498
cat=0.8747256996960675
chair=0.5207033223766198
cow=0.8128345832880807
diningtable=0.6432668997311113
dog=0.8399154155220037
horse=0.8493195812722231
motorbike=0.7962140706395784
person=0.780907001907243
pottedplant=0.47445943380022004
sheep=0.7792982643761792
sofa=0.6089473084285566
train=0.7851899614091904
tvmonitor=0.7190963060622859
mAP=0.7356588446772153
[Epoch 10] mAP 0.7356588446772153 higher than current best [0.7273736083810615] saving to faster_rcnn_resnet50_v1b_voc_best.params
[Epoch 10] Saving parameters to faster_rcnn_resnet50_v1b_voc_0010_0.7357.params
[Epoch 11][Batch 99], Speed: 11.481 samples/sec, RPN_Conf=0.057,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.166,RPNAcc=0.971,RPNL1Loss=0.299,RCNNAcc=0.930,RCNNL1Loss=1.137
[Epoch 11][Batch 199], Speed: 12.325 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.159,RPNAcc=0.971,RPNL1Loss=0.299,RCNNAcc=0.930,RCNNL1Loss=1.136
[Epoch 11][Batch 299], Speed: 12.558 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.160,RPNAcc=0.971,RPNL1Loss=0.299,RCNNAcc=0.930,RCNNL1Loss=1.135
[Epoch 11][Batch 399], Speed: 12.549 samples/sec, RPN_Conf=0.056,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.162,RPNAcc=0.971,RPNL1Loss=0.299,RCNNAcc=0.930,RCNNL1Loss=1.134
[Epoch 11][Batch 499], Speed: 12.463 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.162,RPNAcc=0.971,RPNL1Loss=0.299,RCNNAcc=0.930,RCNNL1Loss=1.134
[Epoch 11][Batch 599], Speed: 12.490 samples/sec, RPN_Conf=0.056,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.162,RPNAcc=0.971,RPNL1Loss=0.299,RCNNAcc=0.930,RCNNL1Loss=1.133
[Epoch 11][Batch 699], Speed: 12.453 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.161,RPNAcc=0.971,RPNL1Loss=0.299,RCNNAcc=0.930,RCNNL1Loss=1.132
[Epoch 11][Batch 799], Speed: 12.500 samples/sec, RPN_Conf=0.056,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.164,RPNAcc=0.971,RPNL1Loss=0.299,RCNNAcc=0.930,RCNNL1Loss=1.131
[Epoch 11][Batch 899], Speed: 12.490 samples/sec, RPN_Conf=0.057,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.144,RCNN_SmoothL1=0.164,RPNAcc=0.971,RPNL1Loss=0.299,RCNNAcc=0.930,RCNNL1Loss=1.131
[Epoch 11][Batch 999], Speed: 12.546 samples/sec, RPN_Conf=0.056,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.144,RCNN_SmoothL1=0.164,RPNAcc=0.971,RPNL1Loss=0.299,RCNNAcc=0.930,RCNNL1Loss=1.130
[Epoch 11][Batch 1099], Speed: 12.378 samples/sec, RPN_Conf=0.056,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.143,RCNN_SmoothL1=0.164,RPNAcc=0.971,RPNL1Loss=0.298,RCNNAcc=0.930,RCNNL1Loss=1.129
[Epoch 11][Batch 1199], Speed: 12.463 samples/sec, RPN_Conf=0.056,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.143,RCNN_SmoothL1=0.164,RPNAcc=0.971,RPNL1Loss=0.298,RCNNAcc=0.930,RCNNL1Loss=1.128
[Epoch 11][Batch 1299], Speed: 12.477 samples/sec, RPN_Conf=0.056,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.143,RCNN_SmoothL1=0.164,RPNAcc=0.971,RPNL1Loss=0.298,RCNNAcc=0.930,RCNNL1Loss=1.128
[Epoch 11][Batch 1399], Speed: 12.518 samples/sec, RPN_Conf=0.056,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.144,RCNN_SmoothL1=0.164,RPNAcc=0.971,RPNL1Loss=0.298,RCNNAcc=0.930,RCNNL1Loss=1.127
[Epoch 11][Batch 1499], Speed: 12.543 samples/sec, RPN_Conf=0.056,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.144,RCNN_SmoothL1=0.164,RPNAcc=0.971,RPNL1Loss=0.298,RCNNAcc=0.930,RCNNL1Loss=1.126
[Epoch 11][Batch 1599], Speed: 12.447 samples/sec, RPN_Conf=0.056,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.164,RPNAcc=0.971,RPNL1Loss=0.298,RCNNAcc=0.930,RCNNL1Loss=1.126
[Epoch 11][Batch 1699], Speed: 12.532 samples/sec, RPN_Conf=0.056,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.146,RCNN_SmoothL1=0.165,RPNAcc=0.971,RPNL1Loss=0.298,RCNNAcc=0.930,RCNNL1Loss=1.125
[Epoch 11][Batch 1799], Speed: 12.440 samples/sec, RPN_Conf=0.056,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.146,RCNN_SmoothL1=0.165,RPNAcc=0.971,RPNL1Loss=0.298,RCNNAcc=0.930,RCNNL1Loss=1.124
[Epoch 11][Batch 1899], Speed: 12.504 samples/sec, RPN_Conf=0.056,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.147,RCNN_SmoothL1=0.165,RPNAcc=0.971,RPNL1Loss=0.298,RCNNAcc=0.930,RCNNL1Loss=1.124
[Epoch 11][Batch 1999], Speed: 12.435 samples/sec, RPN_Conf=0.056,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.147,RCNN_SmoothL1=0.164,RPNAcc=0.971,RPNL1Loss=0.298,RCNNAcc=0.930,RCNNL1Loss=1.123
[Epoch 11][Batch 2099], Speed: 12.500 samples/sec, RPN_Conf=0.056,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.165,RPNAcc=0.971,RPNL1Loss=0.298,RCNNAcc=0.930,RCNNL1Loss=1.122
[Epoch 11][Batch 2199], Speed: 12.383 samples/sec, RPN_Conf=0.056,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.165,RPNAcc=0.971,RPNL1Loss=0.298,RCNNAcc=0.930,RCNNL1Loss=1.122
[Epoch 11][Batch 2299], Speed: 12.522 samples/sec, RPN_Conf=0.056,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.165,RPNAcc=0.971,RPNL1Loss=0.298,RCNNAcc=0.930,RCNNL1Loss=1.121
[Epoch 11][Batch 2399], Speed: 12.510 samples/sec, RPN_Conf=0.056,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.165,RPNAcc=0.971,RPNL1Loss=0.298,RCNNAcc=0.931,RCNNL1Loss=1.120
[Epoch 11][Batch 2499], Speed: 12.426 samples/sec, RPN_Conf=0.057,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.165,RPNAcc=0.971,RPNL1Loss=0.298,RCNNAcc=0.931,RCNNL1Loss=1.120
[Epoch 11][Batch 2599], Speed: 12.489 samples/sec, RPN_Conf=0.057,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.165,RPNAcc=0.971,RPNL1Loss=0.298,RCNNAcc=0.931,RCNNL1Loss=1.119
[Epoch 11][Batch 2699], Speed: 12.482 samples/sec, RPN_Conf=0.057,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.165,RPNAcc=0.971,RPNL1Loss=0.297,RCNNAcc=0.931,RCNNL1Loss=1.118
[Epoch 11][Batch 2799], Speed: 12.479 samples/sec, RPN_Conf=0.057,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.165,RPNAcc=0.971,RPNL1Loss=0.297,RCNNAcc=0.931,RCNNL1Loss=1.118
[Epoch 11][Batch 2899], Speed: 12.472 samples/sec, RPN_Conf=0.057,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.165,RPNAcc=0.971,RPNL1Loss=0.297,RCNNAcc=0.931,RCNNL1Loss=1.117
[Epoch 11][Batch 2999], Speed: 12.463 samples/sec, RPN_Conf=0.057,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.147,RCNN_SmoothL1=0.165,RPNAcc=0.971,RPNL1Loss=0.297,RCNNAcc=0.931,RCNNL1Loss=1.116
[Epoch 11][Batch 3099], Speed: 12.605 samples/sec, RPN_Conf=0.057,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.165,RPNAcc=0.971,RPNL1Loss=0.297,RCNNAcc=0.931,RCNNL1Loss=1.116
[Epoch 11][Batch 3199], Speed: 12.446 samples/sec, RPN_Conf=0.057,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.165,RPNAcc=0.971,RPNL1Loss=0.297,RCNNAcc=0.931,RCNNL1Loss=1.115
[Epoch 11][Batch 3299], Speed: 12.474 samples/sec, RPN_Conf=0.057,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.165,RPNAcc=0.971,RPNL1Loss=0.297,RCNNAcc=0.931,RCNNL1Loss=1.115
[Epoch 11][Batch 3399], Speed: 12.453 samples/sec, RPN_Conf=0.057,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.165,RPNAcc=0.971,RPNL1Loss=0.297,RCNNAcc=0.931,RCNNL1Loss=1.114
[Epoch 11][Batch 3499], Speed: 12.453 samples/sec, RPN_Conf=0.057,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.165,RPNAcc=0.971,RPNL1Loss=0.297,RCNNAcc=0.931,RCNNL1Loss=1.113
[Epoch 11][Batch 3599], Speed: 12.473 samples/sec, RPN_Conf=0.057,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.165,RPNAcc=0.971,RPNL1Loss=0.297,RCNNAcc=0.931,RCNNL1Loss=1.113
[Epoch 11][Batch 3699], Speed: 12.476 samples/sec, RPN_Conf=0.057,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.165,RPNAcc=0.971,RPNL1Loss=0.297,RCNNAcc=0.931,RCNNL1Loss=1.112
[Epoch 11][Batch 3799], Speed: 12.343 samples/sec, RPN_Conf=0.057,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.165,RPNAcc=0.971,RPNL1Loss=0.297,RCNNAcc=0.931,RCNNL1Loss=1.112
[Epoch 11][Batch 3899], Speed: 12.441 samples/sec, RPN_Conf=0.057,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.165,RPNAcc=0.971,RPNL1Loss=0.297,RCNNAcc=0.931,RCNNL1Loss=1.111
[Epoch 11][Batch 3999], Speed: 12.520 samples/sec, RPN_Conf=0.057,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.165,RPNAcc=0.971,RPNL1Loss=0.297,RCNNAcc=0.931,RCNNL1Loss=1.110
[Epoch 11][Batch 4099], Speed: 12.512 samples/sec, RPN_Conf=0.057,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.165,RPNAcc=0.971,RPNL1Loss=0.297,RCNNAcc=0.931,RCNNL1Loss=1.110
[Epoch 11] Training cost: 1329.213, RPN_Conf=0.057,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.165
[Epoch 11] Validation: 
aeroplane=0.7415517247320843
bicycle=0.8180014226130191
bird=0.7659949091637863
boat=0.6675190119523852
bottle=0.6243763445501013
bus=0.8507402527811323
car=0.8661259225803858
cat=0.8432891089668626
chair=0.5286225546073451
cow=0.7725478781788637
diningtable=0.6156034265287497
dog=0.828520900791586
horse=0.8579673185226026
motorbike=0.7499193828123196
person=0.7736733229686503
pottedplant=0.48063416565289335
sheep=0.7875715279971703
sofa=0.6703505330879391
train=0.7908201882783437
tvmonitor=0.7621455011584151
mAP=0.7397987698962318
[Epoch 11] mAP 0.7397987698962318 higher than current best [0.7356588446772153] saving to faster_rcnn_resnet50_v1b_voc_best.params
[Epoch 11] Saving parameters to faster_rcnn_resnet50_v1b_voc_0011_0.7398.params
[Epoch 12][Batch 99], Speed: 11.661 samples/sec, RPN_Conf=0.059,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.143,RCNN_SmoothL1=0.166,RPNAcc=0.971,RPNL1Loss=0.297,RCNNAcc=0.931,RCNNL1Loss=1.109
[Epoch 12][Batch 199], Speed: 12.558 samples/sec, RPN_Conf=0.057,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.143,RCNN_SmoothL1=0.165,RPNAcc=0.971,RPNL1Loss=0.297,RCNNAcc=0.931,RCNNL1Loss=1.108
[Epoch 12][Batch 299], Speed: 12.576 samples/sec, RPN_Conf=0.057,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.146,RCNN_SmoothL1=0.165,RPNAcc=0.971,RPNL1Loss=0.296,RCNNAcc=0.931,RCNNL1Loss=1.108
[Epoch 12][Batch 399], Speed: 12.486 samples/sec, RPN_Conf=0.057,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.146,RCNN_SmoothL1=0.165,RPNAcc=0.971,RPNL1Loss=0.296,RCNNAcc=0.931,RCNNL1Loss=1.107
[Epoch 12][Batch 499], Speed: 12.472 samples/sec, RPN_Conf=0.056,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.146,RCNN_SmoothL1=0.164,RPNAcc=0.971,RPNL1Loss=0.296,RCNNAcc=0.931,RCNNL1Loss=1.106
[Epoch 12][Batch 599], Speed: 12.545 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.144,RCNN_SmoothL1=0.163,RPNAcc=0.971,RPNL1Loss=0.296,RCNNAcc=0.931,RCNNL1Loss=1.106
[Epoch 12][Batch 699], Speed: 12.502 samples/sec, RPN_Conf=0.056,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.144,RCNN_SmoothL1=0.163,RPNAcc=0.971,RPNL1Loss=0.296,RCNNAcc=0.931,RCNNL1Loss=1.105
[Epoch 12][Batch 799], Speed: 12.583 samples/sec, RPN_Conf=0.056,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.143,RCNN_SmoothL1=0.163,RPNAcc=0.971,RPNL1Loss=0.296,RCNNAcc=0.931,RCNNL1Loss=1.104
[Epoch 12][Batch 899], Speed: 12.430 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.162,RPNAcc=0.971,RPNL1Loss=0.296,RCNNAcc=0.931,RCNNL1Loss=1.104
[Epoch 12][Batch 999], Speed: 12.444 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.161,RPNAcc=0.971,RPNL1Loss=0.296,RCNNAcc=0.931,RCNNL1Loss=1.103
[Epoch 12][Batch 1099], Speed: 12.425 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.160,RPNAcc=0.971,RPNL1Loss=0.296,RCNNAcc=0.931,RCNNL1Loss=1.102
[Epoch 12][Batch 1199], Speed: 12.479 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.160,RPNAcc=0.971,RPNL1Loss=0.296,RCNNAcc=0.931,RCNNL1Loss=1.102
[Epoch 12][Batch 1299], Speed: 12.495 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.161,RPNAcc=0.971,RPNL1Loss=0.296,RCNNAcc=0.931,RCNNL1Loss=1.101
[Epoch 12][Batch 1399], Speed: 12.451 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.161,RPNAcc=0.971,RPNL1Loss=0.296,RCNNAcc=0.931,RCNNL1Loss=1.100
[Epoch 12][Batch 1499], Speed: 12.492 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.143,RCNN_SmoothL1=0.161,RPNAcc=0.971,RPNL1Loss=0.296,RCNNAcc=0.932,RCNNL1Loss=1.100
[Epoch 12][Batch 1599], Speed: 12.493 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.160,RPNAcc=0.971,RPNL1Loss=0.296,RCNNAcc=0.932,RCNNL1Loss=1.099
[Epoch 12][Batch 1699], Speed: 12.505 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.160,RPNAcc=0.971,RPNL1Loss=0.296,RCNNAcc=0.932,RCNNL1Loss=1.098
[Epoch 12][Batch 1799], Speed: 12.461 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.160,RPNAcc=0.971,RPNL1Loss=0.296,RCNNAcc=0.932,RCNNL1Loss=1.098
[Epoch 12][Batch 1899], Speed: 12.502 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.160,RPNAcc=0.971,RPNL1Loss=0.296,RCNNAcc=0.932,RCNNL1Loss=1.097
[Epoch 12][Batch 1999], Speed: 12.516 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.160,RPNAcc=0.971,RPNL1Loss=0.295,RCNNAcc=0.932,RCNNL1Loss=1.097
[Epoch 12][Batch 2099], Speed: 12.528 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.143,RCNN_SmoothL1=0.161,RPNAcc=0.971,RPNL1Loss=0.295,RCNNAcc=0.932,RCNNL1Loss=1.096
[Epoch 12][Batch 2199], Speed: 12.521 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.143,RCNN_SmoothL1=0.160,RPNAcc=0.971,RPNL1Loss=0.295,RCNNAcc=0.932,RCNNL1Loss=1.095
[Epoch 12][Batch 2299], Speed: 12.505 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.143,RCNN_SmoothL1=0.161,RPNAcc=0.971,RPNL1Loss=0.295,RCNNAcc=0.932,RCNNL1Loss=1.095
[Epoch 12][Batch 2399], Speed: 12.569 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.144,RCNN_SmoothL1=0.161,RPNAcc=0.972,RPNL1Loss=0.295,RCNNAcc=0.932,RCNNL1Loss=1.094
[Epoch 12][Batch 2499], Speed: 12.448 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.144,RCNN_SmoothL1=0.162,RPNAcc=0.972,RPNL1Loss=0.295,RCNNAcc=0.932,RCNNL1Loss=1.094
[Epoch 12][Batch 2599], Speed: 12.450 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.144,RCNN_SmoothL1=0.162,RPNAcc=0.972,RPNL1Loss=0.295,RCNNAcc=0.932,RCNNL1Loss=1.093
[Epoch 12][Batch 2699], Speed: 12.351 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.162,RPNAcc=0.972,RPNL1Loss=0.295,RCNNAcc=0.932,RCNNL1Loss=1.093
[Epoch 12][Batch 2799], Speed: 12.449 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.162,RPNAcc=0.972,RPNL1Loss=0.295,RCNNAcc=0.932,RCNNL1Loss=1.092
[Epoch 12][Batch 2899], Speed: 12.503 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.162,RPNAcc=0.972,RPNL1Loss=0.295,RCNNAcc=0.932,RCNNL1Loss=1.092
[Epoch 12][Batch 2999], Speed: 12.591 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.162,RPNAcc=0.972,RPNL1Loss=0.295,RCNNAcc=0.932,RCNNL1Loss=1.091
[Epoch 12][Batch 3099], Speed: 12.539 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.162,RPNAcc=0.972,RPNL1Loss=0.295,RCNNAcc=0.932,RCNNL1Loss=1.091
[Epoch 12][Batch 3199], Speed: 12.472 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.162,RPNAcc=0.972,RPNL1Loss=0.295,RCNNAcc=0.932,RCNNL1Loss=1.090
[Epoch 12][Batch 3299], Speed: 12.489 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.162,RPNAcc=0.972,RPNL1Loss=0.295,RCNNAcc=0.932,RCNNL1Loss=1.089
[Epoch 12][Batch 3399], Speed: 12.558 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.162,RPNAcc=0.972,RPNL1Loss=0.295,RCNNAcc=0.932,RCNNL1Loss=1.089
[Epoch 12][Batch 3499], Speed: 12.493 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.162,RPNAcc=0.972,RPNL1Loss=0.295,RCNNAcc=0.932,RCNNL1Loss=1.088
[Epoch 12][Batch 3599], Speed: 12.545 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.162,RPNAcc=0.972,RPNL1Loss=0.295,RCNNAcc=0.932,RCNNL1Loss=1.088
[Epoch 12][Batch 3699], Speed: 12.342 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.162,RPNAcc=0.972,RPNL1Loss=0.294,RCNNAcc=0.932,RCNNL1Loss=1.087
[Epoch 12][Batch 3799], Speed: 12.569 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.162,RPNAcc=0.972,RPNL1Loss=0.294,RCNNAcc=0.932,RCNNL1Loss=1.087
[Epoch 12][Batch 3899], Speed: 12.437 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.162,RPNAcc=0.972,RPNL1Loss=0.294,RCNNAcc=0.932,RCNNL1Loss=1.086
[Epoch 12][Batch 3999], Speed: 12.468 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.162,RPNAcc=0.972,RPNL1Loss=0.294,RCNNAcc=0.932,RCNNL1Loss=1.085
[Epoch 12][Batch 4099], Speed: 12.494 samples/sec, RPN_Conf=0.056,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.162,RPNAcc=0.972,RPNL1Loss=0.294,RCNNAcc=0.932,RCNNL1Loss=1.085
[Epoch 12] Training cost: 1326.727, RPN_Conf=0.056,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.162
[Epoch 12] Validation: 
aeroplane=0.7675538924110337
bicycle=0.814796643153616
bird=0.7851026204012888
boat=0.6463867162821851
bottle=0.6338403951010124
bus=0.8533412302339638
car=0.8700564735085531
cat=0.8507627122223256
chair=0.5468165105757751
cow=0.8554719449201007
diningtable=0.6913176625786189
dog=0.8492091399931057
horse=0.8413956383726595
motorbike=0.7687844587280867
person=0.8064988668044883
pottedplant=0.5121070334865121
sheep=0.7958662953652813
sofa=0.7201224765265454
train=0.7903267567354068
tvmonitor=0.7436045340401982
mAP=0.7571681000720379
[Epoch 12] mAP 0.7571681000720379 higher than current best [0.7397987698962318] saving to faster_rcnn_resnet50_v1b_voc_best.params
[Epoch 12] Saving parameters to faster_rcnn_resnet50_v1b_voc_0012_0.7572.params
[Epoch 13][Batch 99], Speed: 11.577 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.137,RCNN_SmoothL1=0.151,RPNAcc=0.972,RPNL1Loss=0.294,RCNNAcc=0.932,RCNNL1Loss=1.084
[Epoch 13][Batch 199], Speed: 12.506 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.138,RCNN_SmoothL1=0.151,RPNAcc=0.972,RPNL1Loss=0.294,RCNNAcc=0.932,RCNNL1Loss=1.083
[Epoch 13][Batch 299], Speed: 12.543 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.152,RPNAcc=0.972,RPNL1Loss=0.294,RCNNAcc=0.932,RCNNL1Loss=1.083
[Epoch 13][Batch 399], Speed: 12.521 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.153,RPNAcc=0.972,RPNL1Loss=0.294,RCNNAcc=0.932,RCNNL1Loss=1.082
[Epoch 13][Batch 499], Speed: 12.478 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.152,RPNAcc=0.972,RPNL1Loss=0.294,RCNNAcc=0.932,RCNNL1Loss=1.081
[Epoch 13][Batch 599], Speed: 12.525 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.153,RPNAcc=0.972,RPNL1Loss=0.294,RCNNAcc=0.932,RCNNL1Loss=1.081
[Epoch 13][Batch 699], Speed: 12.513 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.136,RCNN_SmoothL1=0.153,RPNAcc=0.972,RPNL1Loss=0.294,RCNNAcc=0.932,RCNNL1Loss=1.080
[Epoch 13][Batch 799], Speed: 12.535 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.137,RCNN_SmoothL1=0.155,RPNAcc=0.972,RPNL1Loss=0.294,RCNNAcc=0.932,RCNNL1Loss=1.080
[Epoch 13][Batch 899], Speed: 12.444 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.136,RCNN_SmoothL1=0.155,RPNAcc=0.972,RPNL1Loss=0.294,RCNNAcc=0.933,RCNNL1Loss=1.079
[Epoch 13][Batch 999], Speed: 12.392 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.137,RCNN_SmoothL1=0.155,RPNAcc=0.972,RPNL1Loss=0.294,RCNNAcc=0.933,RCNNL1Loss=1.078
[Epoch 13][Batch 1099], Speed: 12.525 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.137,RCNN_SmoothL1=0.156,RPNAcc=0.972,RPNL1Loss=0.294,RCNNAcc=0.933,RCNNL1Loss=1.078
[Epoch 13][Batch 1199], Speed: 12.468 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.136,RCNN_SmoothL1=0.155,RPNAcc=0.972,RPNL1Loss=0.294,RCNNAcc=0.933,RCNNL1Loss=1.077
[Epoch 13][Batch 1299], Speed: 12.470 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.137,RCNN_SmoothL1=0.156,RPNAcc=0.972,RPNL1Loss=0.294,RCNNAcc=0.933,RCNNL1Loss=1.077
[Epoch 13][Batch 1399], Speed: 12.556 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.137,RCNN_SmoothL1=0.156,RPNAcc=0.972,RPNL1Loss=0.294,RCNNAcc=0.933,RCNNL1Loss=1.076
[Epoch 13][Batch 1499], Speed: 12.490 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.138,RCNN_SmoothL1=0.157,RPNAcc=0.972,RPNL1Loss=0.294,RCNNAcc=0.933,RCNNL1Loss=1.076
[Epoch 13][Batch 1599], Speed: 12.419 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.139,RCNN_SmoothL1=0.157,RPNAcc=0.972,RPNL1Loss=0.294,RCNNAcc=0.933,RCNNL1Loss=1.075
[Epoch 13][Batch 1699], Speed: 12.490 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.139,RCNN_SmoothL1=0.157,RPNAcc=0.972,RPNL1Loss=0.293,RCNNAcc=0.933,RCNNL1Loss=1.075
[Epoch 13][Batch 1799], Speed: 12.481 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.157,RPNAcc=0.972,RPNL1Loss=0.293,RCNNAcc=0.933,RCNNL1Loss=1.074
[Epoch 13][Batch 1899], Speed: 12.467 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.157,RPNAcc=0.972,RPNL1Loss=0.293,RCNNAcc=0.933,RCNNL1Loss=1.073
[Epoch 13][Batch 1999], Speed: 12.398 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.157,RPNAcc=0.972,RPNL1Loss=0.293,RCNNAcc=0.933,RCNNL1Loss=1.073
[Epoch 13][Batch 2099], Speed: 12.491 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.157,RPNAcc=0.972,RPNL1Loss=0.293,RCNNAcc=0.933,RCNNL1Loss=1.072
[Epoch 13][Batch 2199], Speed: 12.468 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.157,RPNAcc=0.972,RPNL1Loss=0.293,RCNNAcc=0.933,RCNNL1Loss=1.072
[Epoch 13][Batch 2299], Speed: 12.546 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.157,RPNAcc=0.972,RPNL1Loss=0.293,RCNNAcc=0.933,RCNNL1Loss=1.071
[Epoch 13][Batch 2399], Speed: 12.509 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.157,RPNAcc=0.972,RPNL1Loss=0.293,RCNNAcc=0.933,RCNNL1Loss=1.071
[Epoch 13][Batch 2499], Speed: 12.487 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.157,RPNAcc=0.972,RPNL1Loss=0.293,RCNNAcc=0.933,RCNNL1Loss=1.070
[Epoch 13][Batch 2599], Speed: 12.512 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.157,RPNAcc=0.972,RPNL1Loss=0.293,RCNNAcc=0.933,RCNNL1Loss=1.070
[Epoch 13][Batch 2699], Speed: 12.429 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.157,RPNAcc=0.972,RPNL1Loss=0.293,RCNNAcc=0.933,RCNNL1Loss=1.069
[Epoch 13][Batch 2799], Speed: 12.472 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.158,RPNAcc=0.972,RPNL1Loss=0.293,RCNNAcc=0.933,RCNNL1Loss=1.069
[Epoch 13][Batch 2899], Speed: 12.414 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.158,RPNAcc=0.972,RPNL1Loss=0.293,RCNNAcc=0.933,RCNNL1Loss=1.068
[Epoch 13][Batch 2999], Speed: 12.554 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.158,RPNAcc=0.972,RPNL1Loss=0.293,RCNNAcc=0.933,RCNNL1Loss=1.068
[Epoch 13][Batch 3099], Speed: 12.501 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.158,RPNAcc=0.972,RPNL1Loss=0.293,RCNNAcc=0.933,RCNNL1Loss=1.067
[Epoch 13][Batch 3199], Speed: 12.589 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.158,RPNAcc=0.972,RPNL1Loss=0.293,RCNNAcc=0.933,RCNNL1Loss=1.067
[Epoch 13][Batch 3299], Speed: 12.447 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.158,RPNAcc=0.972,RPNL1Loss=0.293,RCNNAcc=0.933,RCNNL1Loss=1.066
[Epoch 13][Batch 3399], Speed: 12.548 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.158,RPNAcc=0.972,RPNL1Loss=0.293,RCNNAcc=0.933,RCNNL1Loss=1.065
[Epoch 13][Batch 3499], Speed: 12.492 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.158,RPNAcc=0.972,RPNL1Loss=0.292,RCNNAcc=0.933,RCNNL1Loss=1.065
[Epoch 13][Batch 3599], Speed: 12.492 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.158,RPNAcc=0.972,RPNL1Loss=0.292,RCNNAcc=0.933,RCNNL1Loss=1.064
[Epoch 13][Batch 3699], Speed: 12.461 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.158,RPNAcc=0.972,RPNL1Loss=0.292,RCNNAcc=0.933,RCNNL1Loss=1.064
[Epoch 13][Batch 3799], Speed: 12.504 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.158,RPNAcc=0.972,RPNL1Loss=0.292,RCNNAcc=0.933,RCNNL1Loss=1.063
[Epoch 13][Batch 3899], Speed: 12.446 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.158,RPNAcc=0.972,RPNL1Loss=0.292,RCNNAcc=0.933,RCNNL1Loss=1.063
[Epoch 13][Batch 3999], Speed: 12.470 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.158,RPNAcc=0.972,RPNL1Loss=0.292,RCNNAcc=0.933,RCNNL1Loss=1.062
[Epoch 13][Batch 4099], Speed: 12.578 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.158,RPNAcc=0.972,RPNL1Loss=0.292,RCNNAcc=0.933,RCNNL1Loss=1.062
[Epoch 13] Training cost: 1327.222, RPN_Conf=0.055,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.143,RCNN_SmoothL1=0.158
[Epoch 13] Validation: 
aeroplane=0.7807083991876995
bicycle=0.774925510728544
bird=0.7169194740268002
boat=0.6014140487710965
bottle=0.6068557778936559
bus=0.8163293600123908
car=0.852409664262775
cat=0.8564542428273856
chair=0.5461992991080358
cow=0.8211215311531466
diningtable=0.6356011784336791
dog=0.7446368209773735
horse=0.8244975993919671
motorbike=0.75987826101542
person=0.7656469078137564
pottedplant=0.43219976262188414
sheep=0.7645581977509173
sofa=0.6676511070834725
train=0.7810231612744559
tvmonitor=0.7235561540216272
mAP=0.7236293229178041
[Epoch 13] Saving parameters to faster_rcnn_resnet50_v1b_voc_0013_0.7236.params
[Epoch 14] Set learning rate to 0.0001
[Epoch 14][Batch 99], Speed: 11.425 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.138,RCNN_SmoothL1=0.153,RPNAcc=0.972,RPNL1Loss=0.292,RCNNAcc=0.933,RCNNL1Loss=1.061
[Epoch 14][Batch 199], Speed: 12.363 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.131,RCNN_SmoothL1=0.146,RPNAcc=0.972,RPNL1Loss=0.292,RCNNAcc=0.933,RCNNL1Loss=1.061
[Epoch 14][Batch 299], Speed: 12.493 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.127,RCNN_SmoothL1=0.142,RPNAcc=0.972,RPNL1Loss=0.292,RCNNAcc=0.933,RCNNL1Loss=1.060
[Epoch 14][Batch 399], Speed: 12.533 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.140,RPNAcc=0.972,RPNL1Loss=0.292,RCNNAcc=0.933,RCNNL1Loss=1.059
[Epoch 14][Batch 499], Speed: 12.491 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.123,RCNN_SmoothL1=0.140,RPNAcc=0.972,RPNL1Loss=0.292,RCNNAcc=0.933,RCNNL1Loss=1.058
[Epoch 14][Batch 599], Speed: 12.448 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.138,RPNAcc=0.972,RPNL1Loss=0.292,RCNNAcc=0.934,RCNNL1Loss=1.058
[Epoch 14][Batch 699], Speed: 12.520 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.139,RPNAcc=0.972,RPNL1Loss=0.292,RCNNAcc=0.934,RCNNL1Loss=1.057
[Epoch 14][Batch 799], Speed: 12.474 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.119,RCNN_SmoothL1=0.138,RPNAcc=0.972,RPNL1Loss=0.291,RCNNAcc=0.934,RCNNL1Loss=1.056
[Epoch 14][Batch 899], Speed: 12.536 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.119,RCNN_SmoothL1=0.137,RPNAcc=0.972,RPNL1Loss=0.291,RCNNAcc=0.934,RCNNL1Loss=1.055
[Epoch 14][Batch 999], Speed: 12.449 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.118,RCNN_SmoothL1=0.137,RPNAcc=0.972,RPNL1Loss=0.291,RCNNAcc=0.934,RCNNL1Loss=1.055
[Epoch 14][Batch 1099], Speed: 12.504 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.118,RCNN_SmoothL1=0.137,RPNAcc=0.972,RPNL1Loss=0.291,RCNNAcc=0.934,RCNNL1Loss=1.054
[Epoch 14][Batch 1199], Speed: 12.570 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.118,RCNN_SmoothL1=0.137,RPNAcc=0.972,RPNL1Loss=0.291,RCNNAcc=0.934,RCNNL1Loss=1.053
[Epoch 14][Batch 1299], Speed: 12.441 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.118,RCNN_SmoothL1=0.137,RPNAcc=0.972,RPNL1Loss=0.291,RCNNAcc=0.934,RCNNL1Loss=1.053
[Epoch 14][Batch 1399], Speed: 12.527 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.117,RCNN_SmoothL1=0.137,RPNAcc=0.972,RPNL1Loss=0.291,RCNNAcc=0.934,RCNNL1Loss=1.052
[Epoch 14][Batch 1499], Speed: 12.510 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.117,RCNN_SmoothL1=0.136,RPNAcc=0.972,RPNL1Loss=0.291,RCNNAcc=0.934,RCNNL1Loss=1.051
[Epoch 14][Batch 1599], Speed: 12.547 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.117,RCNN_SmoothL1=0.136,RPNAcc=0.972,RPNL1Loss=0.291,RCNNAcc=0.934,RCNNL1Loss=1.050
[Epoch 14][Batch 1699], Speed: 12.510 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.117,RCNN_SmoothL1=0.136,RPNAcc=0.972,RPNL1Loss=0.291,RCNNAcc=0.934,RCNNL1Loss=1.050
[Epoch 14][Batch 1799], Speed: 12.543 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.116,RCNN_SmoothL1=0.136,RPNAcc=0.973,RPNL1Loss=0.291,RCNNAcc=0.934,RCNNL1Loss=1.049
[Epoch 14][Batch 1899], Speed: 12.480 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.116,RCNN_SmoothL1=0.135,RPNAcc=0.973,RPNL1Loss=0.291,RCNNAcc=0.934,RCNNL1Loss=1.048
[Epoch 14][Batch 1999], Speed: 12.319 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.116,RCNN_SmoothL1=0.135,RPNAcc=0.973,RPNL1Loss=0.290,RCNNAcc=0.934,RCNNL1Loss=1.047
[Epoch 14][Batch 2099], Speed: 12.509 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.116,RCNN_SmoothL1=0.135,RPNAcc=0.973,RPNL1Loss=0.290,RCNNAcc=0.934,RCNNL1Loss=1.047
[Epoch 14][Batch 2199], Speed: 12.528 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.135,RPNAcc=0.973,RPNL1Loss=0.290,RCNNAcc=0.934,RCNNL1Loss=1.046
[Epoch 14][Batch 2299], Speed: 12.563 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.135,RPNAcc=0.973,RPNL1Loss=0.290,RCNNAcc=0.934,RCNNL1Loss=1.045
[Epoch 14][Batch 2399], Speed: 12.570 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.135,RPNAcc=0.973,RPNL1Loss=0.290,RCNNAcc=0.934,RCNNL1Loss=1.045
[Epoch 14][Batch 2499], Speed: 12.438 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.135,RPNAcc=0.973,RPNL1Loss=0.290,RCNNAcc=0.934,RCNNL1Loss=1.044
[Epoch 14][Batch 2599], Speed: 12.614 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.134,RPNAcc=0.973,RPNL1Loss=0.290,RCNNAcc=0.934,RCNNL1Loss=1.043
[Epoch 14][Batch 2699], Speed: 12.511 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.134,RPNAcc=0.973,RPNL1Loss=0.290,RCNNAcc=0.934,RCNNL1Loss=1.042
[Epoch 14][Batch 2799], Speed: 12.440 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.134,RPNAcc=0.973,RPNL1Loss=0.290,RCNNAcc=0.934,RCNNL1Loss=1.042
[Epoch 14][Batch 2899], Speed: 12.519 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.134,RPNAcc=0.973,RPNL1Loss=0.290,RCNNAcc=0.934,RCNNL1Loss=1.041
[Epoch 14][Batch 2999], Speed: 12.445 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.134,RPNAcc=0.973,RPNL1Loss=0.290,RCNNAcc=0.935,RCNNL1Loss=1.040
[Epoch 14][Batch 3099], Speed: 12.532 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.134,RPNAcc=0.973,RPNL1Loss=0.290,RCNNAcc=0.935,RCNNL1Loss=1.040
[Epoch 14][Batch 3199], Speed: 12.524 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.134,RPNAcc=0.973,RPNL1Loss=0.290,RCNNAcc=0.935,RCNNL1Loss=1.039
[Epoch 14][Batch 3299], Speed: 12.457 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.134,RPNAcc=0.973,RPNL1Loss=0.289,RCNNAcc=0.935,RCNNL1Loss=1.038
[Epoch 14][Batch 3399], Speed: 12.501 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.133,RPNAcc=0.973,RPNL1Loss=0.289,RCNNAcc=0.935,RCNNL1Loss=1.038
[Epoch 14][Batch 3499], Speed: 12.432 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.133,RPNAcc=0.973,RPNL1Loss=0.289,RCNNAcc=0.935,RCNNL1Loss=1.037
[Epoch 14][Batch 3599], Speed: 12.358 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.133,RPNAcc=0.973,RPNL1Loss=0.289,RCNNAcc=0.935,RCNNL1Loss=1.036
[Epoch 14][Batch 3699], Speed: 12.502 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.133,RPNAcc=0.973,RPNL1Loss=0.289,RCNNAcc=0.935,RCNNL1Loss=1.036
[Epoch 14][Batch 3799], Speed: 12.426 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.133,RPNAcc=0.973,RPNL1Loss=0.289,RCNNAcc=0.935,RCNNL1Loss=1.035
[Epoch 14][Batch 3899], Speed: 12.480 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.133,RPNAcc=0.973,RPNL1Loss=0.289,RCNNAcc=0.935,RCNNL1Loss=1.034
[Epoch 14][Batch 3999], Speed: 12.459 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.133,RPNAcc=0.973,RPNL1Loss=0.289,RCNNAcc=0.935,RCNNL1Loss=1.034
[Epoch 14][Batch 4099], Speed: 12.578 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.133,RPNAcc=0.973,RPNL1Loss=0.289,RCNNAcc=0.935,RCNNL1Loss=1.033
[Epoch 14] Training cost: 1328.050, RPN_Conf=0.048,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.133
[Epoch 14] Validation: 
aeroplane=0.7980747225571371
bicycle=0.8570099045068806
bird=0.7911309996800885
boat=0.6904559758869618
bottle=0.6401399840828847
bus=0.8647383412591839
car=0.8724058092198193
cat=0.8865293430422306
chair=0.5953199666898112
cow=0.8614719211140478
diningtable=0.6619673588932817
dog=0.8683227091407684
horse=0.8744494646806719
motorbike=0.82123368313487
person=0.8189753691652042
pottedplant=0.5134208811088546
sheep=0.8179266241820803
sofa=0.7518990387528061
train=0.8477189619242447
tvmonitor=0.7586425799002299
mAP=0.7795916819461027
[Epoch 14] mAP 0.7795916819461027 higher than current best [0.7571681000720379] saving to faster_rcnn_resnet50_v1b_voc_best.params
[Epoch 14] Saving parameters to faster_rcnn_resnet50_v1b_voc_0014_0.7796.params
[Epoch 15][Batch 99], Speed: 11.737 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.128,RPNAcc=0.973,RPNL1Loss=0.289,RCNNAcc=0.935,RCNNL1Loss=1.032
[Epoch 15][Batch 199], Speed: 12.520 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.127,RPNAcc=0.973,RPNL1Loss=0.289,RCNNAcc=0.935,RCNNL1Loss=1.031
[Epoch 15][Batch 299], Speed: 12.479 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.105,RCNN_SmoothL1=0.127,RPNAcc=0.973,RPNL1Loss=0.289,RCNNAcc=0.935,RCNNL1Loss=1.030
[Epoch 15][Batch 399], Speed: 12.568 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.105,RCNN_SmoothL1=0.128,RPNAcc=0.973,RPNL1Loss=0.289,RCNNAcc=0.935,RCNNL1Loss=1.030
[Epoch 15][Batch 499], Speed: 12.495 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.128,RPNAcc=0.973,RPNL1Loss=0.288,RCNNAcc=0.935,RCNNL1Loss=1.029
[Epoch 15][Batch 599], Speed: 12.528 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.129,RPNAcc=0.973,RPNL1Loss=0.288,RCNNAcc=0.935,RCNNL1Loss=1.028
[Epoch 15][Batch 699], Speed: 12.401 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.129,RPNAcc=0.973,RPNL1Loss=0.288,RCNNAcc=0.935,RCNNL1Loss=1.028
[Epoch 15][Batch 799], Speed: 12.576 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.129,RPNAcc=0.973,RPNL1Loss=0.288,RCNNAcc=0.935,RCNNL1Loss=1.027
[Epoch 15][Batch 899], Speed: 12.424 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.105,RCNN_SmoothL1=0.128,RPNAcc=0.973,RPNL1Loss=0.288,RCNNAcc=0.935,RCNNL1Loss=1.026
[Epoch 15][Batch 999], Speed: 12.478 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.105,RCNN_SmoothL1=0.128,RPNAcc=0.973,RPNL1Loss=0.288,RCNNAcc=0.935,RCNNL1Loss=1.026
[Epoch 15][Batch 1099], Speed: 12.483 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.105,RCNN_SmoothL1=0.127,RPNAcc=0.973,RPNL1Loss=0.288,RCNNAcc=0.935,RCNNL1Loss=1.025
[Epoch 15][Batch 1199], Speed: 12.626 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.105,RCNN_SmoothL1=0.128,RPNAcc=0.973,RPNL1Loss=0.288,RCNNAcc=0.935,RCNNL1Loss=1.024
[Epoch 15][Batch 1299], Speed: 12.554 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.127,RPNAcc=0.973,RPNL1Loss=0.288,RCNNAcc=0.935,RCNNL1Loss=1.024
[Epoch 15][Batch 1399], Speed: 12.483 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.127,RPNAcc=0.973,RPNL1Loss=0.288,RCNNAcc=0.936,RCNNL1Loss=1.023
[Epoch 15][Batch 1499], Speed: 12.581 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.128,RPNAcc=0.973,RPNL1Loss=0.288,RCNNAcc=0.936,RCNNL1Loss=1.022
[Epoch 15][Batch 1599], Speed: 12.502 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.128,RPNAcc=0.973,RPNL1Loss=0.288,RCNNAcc=0.936,RCNNL1Loss=1.022
[Epoch 15][Batch 1699], Speed: 12.487 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.128,RPNAcc=0.973,RPNL1Loss=0.287,RCNNAcc=0.936,RCNNL1Loss=1.021
[Epoch 15][Batch 1799], Speed: 12.528 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.128,RPNAcc=0.973,RPNL1Loss=0.287,RCNNAcc=0.936,RCNNL1Loss=1.020
[Epoch 15][Batch 1899], Speed: 12.499 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.128,RPNAcc=0.973,RPNL1Loss=0.287,RCNNAcc=0.936,RCNNL1Loss=1.020
[Epoch 15][Batch 1999], Speed: 12.476 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.128,RPNAcc=0.973,RPNL1Loss=0.287,RCNNAcc=0.936,RCNNL1Loss=1.019
[Epoch 15][Batch 2099], Speed: 12.477 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.129,RPNAcc=0.973,RPNL1Loss=0.287,RCNNAcc=0.936,RCNNL1Loss=1.019
[Epoch 15][Batch 2199], Speed: 12.425 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.128,RPNAcc=0.973,RPNL1Loss=0.287,RCNNAcc=0.936,RCNNL1Loss=1.018
[Epoch 15][Batch 2299], Speed: 12.453 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.128,RPNAcc=0.973,RPNL1Loss=0.287,RCNNAcc=0.936,RCNNL1Loss=1.017
[Epoch 15][Batch 2399], Speed: 12.462 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.128,RPNAcc=0.973,RPNL1Loss=0.287,RCNNAcc=0.936,RCNNL1Loss=1.017
[Epoch 15][Batch 2499], Speed: 12.503 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.128,RPNAcc=0.973,RPNL1Loss=0.287,RCNNAcc=0.936,RCNNL1Loss=1.016
[Epoch 15][Batch 2599], Speed: 12.479 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.128,RPNAcc=0.973,RPNL1Loss=0.287,RCNNAcc=0.936,RCNNL1Loss=1.015
[Epoch 15][Batch 2699], Speed: 12.520 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.128,RPNAcc=0.973,RPNL1Loss=0.287,RCNNAcc=0.936,RCNNL1Loss=1.015
[Epoch 15][Batch 2799], Speed: 12.509 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.106,RCNN_SmoothL1=0.128,RPNAcc=0.973,RPNL1Loss=0.287,RCNNAcc=0.936,RCNNL1Loss=1.014
[Epoch 15][Batch 2899], Speed: 12.490 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.128,RPNAcc=0.973,RPNL1Loss=0.287,RCNNAcc=0.936,RCNNL1Loss=1.013
[Epoch 15][Batch 2999], Speed: 12.496 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.128,RPNAcc=0.973,RPNL1Loss=0.287,RCNNAcc=0.936,RCNNL1Loss=1.013
[Epoch 15][Batch 3099], Speed: 12.558 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.128,RPNAcc=0.973,RPNL1Loss=0.286,RCNNAcc=0.936,RCNNL1Loss=1.012
[Epoch 15][Batch 3199], Speed: 12.496 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.128,RPNAcc=0.973,RPNL1Loss=0.286,RCNNAcc=0.936,RCNNL1Loss=1.011
[Epoch 15][Batch 3299], Speed: 12.518 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.128,RPNAcc=0.973,RPNL1Loss=0.286,RCNNAcc=0.936,RCNNL1Loss=1.011
[Epoch 15][Batch 3399], Speed: 12.447 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.128,RPNAcc=0.973,RPNL1Loss=0.286,RCNNAcc=0.936,RCNNL1Loss=1.010
[Epoch 15][Batch 3499], Speed: 12.524 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.128,RPNAcc=0.973,RPNL1Loss=0.286,RCNNAcc=0.936,RCNNL1Loss=1.009
[Epoch 15][Batch 3599], Speed: 12.494 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.128,RPNAcc=0.973,RPNL1Loss=0.286,RCNNAcc=0.936,RCNNL1Loss=1.009
[Epoch 15][Batch 3699], Speed: 12.464 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.128,RPNAcc=0.973,RPNL1Loss=0.286,RCNNAcc=0.936,RCNNL1Loss=1.008
[Epoch 15][Batch 3799], Speed: 12.497 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.128,RPNAcc=0.973,RPNL1Loss=0.286,RCNNAcc=0.936,RCNNL1Loss=1.008
[Epoch 15][Batch 3899], Speed: 12.452 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.128,RPNAcc=0.973,RPNL1Loss=0.286,RCNNAcc=0.936,RCNNL1Loss=1.007
[Epoch 15][Batch 3999], Speed: 12.466 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.128,RPNAcc=0.973,RPNL1Loss=0.286,RCNNAcc=0.936,RCNNL1Loss=1.006
[Epoch 15][Batch 4099], Speed: 12.474 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.128,RPNAcc=0.973,RPNL1Loss=0.286,RCNNAcc=0.937,RCNNL1Loss=1.006
[Epoch 15] Training cost: 1326.090, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.107,RCNN_SmoothL1=0.128
[Epoch 15] Validation: 
aeroplane=0.7915857561150528
bicycle=0.849067990422524
bird=0.8196516280332423
boat=0.6792154708105573
bottle=0.6401176782535875
bus=0.8602894273691719
car=0.8749882201453809
cat=0.8848421993088867
chair=0.591803504909392
cow=0.8607176805105072
diningtable=0.6763236120798771
dog=0.8686598746423543
horse=0.8780354478785364
motorbike=0.8075190980148284
person=0.8195800906437819
pottedplant=0.5150717406228881
sheep=0.8490075201225156
sofa=0.7462387695259374
train=0.8549436123270548
tvmonitor=0.7609060047549925
mAP=0.7814282663245535
[Epoch 15] mAP 0.7814282663245535 higher than current best [0.7795916819461027] saving to faster_rcnn_resnet50_v1b_voc_best.params
[Epoch 15] Saving parameters to faster_rcnn_resnet50_v1b_voc_0015_0.7814.params
[Epoch 16][Batch 99], Speed: 11.886 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.105,RCNN_SmoothL1=0.133,RPNAcc=0.973,RPNL1Loss=0.286,RCNNAcc=0.937,RCNNL1Loss=1.005
[Epoch 16][Batch 199], Speed: 12.464 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.105,RCNN_SmoothL1=0.128,RPNAcc=0.973,RPNL1Loss=0.286,RCNNAcc=0.937,RCNNL1Loss=1.004
[Epoch 16][Batch 299], Speed: 12.487 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.104,RCNN_SmoothL1=0.126,RPNAcc=0.974,RPNL1Loss=0.286,RCNNAcc=0.937,RCNNL1Loss=1.004
[Epoch 16][Batch 399], Speed: 12.511 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.105,RCNN_SmoothL1=0.127,RPNAcc=0.974,RPNL1Loss=0.285,RCNNAcc=0.937,RCNNL1Loss=1.003
[Epoch 16][Batch 499], Speed: 12.468 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.104,RCNN_SmoothL1=0.126,RPNAcc=0.974,RPNL1Loss=0.285,RCNNAcc=0.937,RCNNL1Loss=1.002
[Epoch 16][Batch 599], Speed: 12.545 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.105,RCNN_SmoothL1=0.127,RPNAcc=0.974,RPNL1Loss=0.285,RCNNAcc=0.937,RCNNL1Loss=1.002
[Epoch 16][Batch 699], Speed: 12.589 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.104,RCNN_SmoothL1=0.126,RPNAcc=0.974,RPNL1Loss=0.285,RCNNAcc=0.937,RCNNL1Loss=1.001
[Epoch 16][Batch 799], Speed: 12.409 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.125,RPNAcc=0.974,RPNL1Loss=0.285,RCNNAcc=0.937,RCNNL1Loss=1.000
[Epoch 16][Batch 899], Speed: 12.599 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.125,RPNAcc=0.974,RPNL1Loss=0.285,RCNNAcc=0.937,RCNNL1Loss=1.000
[Epoch 16][Batch 999], Speed: 12.499 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.125,RPNAcc=0.974,RPNL1Loss=0.285,RCNNAcc=0.937,RCNNL1Loss=0.999
[Epoch 16][Batch 1099], Speed: 12.450 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.124,RPNAcc=0.974,RPNL1Loss=0.285,RCNNAcc=0.937,RCNNL1Loss=0.999
[Epoch 16][Batch 1199], Speed: 12.456 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.124,RPNAcc=0.974,RPNL1Loss=0.285,RCNNAcc=0.937,RCNNL1Loss=0.998
[Epoch 16][Batch 1299], Speed: 12.479 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.124,RPNAcc=0.974,RPNL1Loss=0.285,RCNNAcc=0.937,RCNNL1Loss=0.997
[Epoch 16][Batch 1399], Speed: 12.497 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.124,RPNAcc=0.974,RPNL1Loss=0.285,RCNNAcc=0.937,RCNNL1Loss=0.997
[Epoch 16][Batch 1499], Speed: 12.330 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.124,RPNAcc=0.974,RPNL1Loss=0.285,RCNNAcc=0.937,RCNNL1Loss=0.996
[Epoch 16][Batch 1599], Speed: 12.417 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.124,RPNAcc=0.974,RPNL1Loss=0.285,RCNNAcc=0.937,RCNNL1Loss=0.995
[Epoch 16][Batch 1699], Speed: 12.554 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.124,RPNAcc=0.974,RPNL1Loss=0.285,RCNNAcc=0.937,RCNNL1Loss=0.995
[Epoch 16][Batch 1799], Speed: 12.512 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.124,RPNAcc=0.974,RPNL1Loss=0.284,RCNNAcc=0.937,RCNNL1Loss=0.994
[Epoch 16][Batch 1899], Speed: 12.574 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.124,RPNAcc=0.974,RPNL1Loss=0.284,RCNNAcc=0.937,RCNNL1Loss=0.994
[Epoch 16][Batch 1999], Speed: 12.486 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.124,RPNAcc=0.974,RPNL1Loss=0.284,RCNNAcc=0.937,RCNNL1Loss=0.993
[Epoch 16][Batch 2099], Speed: 12.530 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.125,RPNAcc=0.974,RPNL1Loss=0.284,RCNNAcc=0.937,RCNNL1Loss=0.993
[Epoch 16][Batch 2199], Speed: 12.479 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.125,RPNAcc=0.974,RPNL1Loss=0.284,RCNNAcc=0.937,RCNNL1Loss=0.992
[Epoch 16][Batch 2299], Speed: 12.532 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.125,RPNAcc=0.974,RPNL1Loss=0.284,RCNNAcc=0.937,RCNNL1Loss=0.991
[Epoch 16][Batch 2399], Speed: 12.463 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.125,RPNAcc=0.974,RPNL1Loss=0.284,RCNNAcc=0.937,RCNNL1Loss=0.991
[Epoch 16][Batch 2499], Speed: 12.507 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.125,RPNAcc=0.974,RPNL1Loss=0.284,RCNNAcc=0.937,RCNNL1Loss=0.990
[Epoch 16][Batch 2599], Speed: 12.519 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.125,RPNAcc=0.974,RPNL1Loss=0.284,RCNNAcc=0.937,RCNNL1Loss=0.990
[Epoch 16][Batch 2699], Speed: 12.379 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.125,RPNAcc=0.974,RPNL1Loss=0.284,RCNNAcc=0.938,RCNNL1Loss=0.989
[Epoch 16][Batch 2799], Speed: 12.477 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.125,RPNAcc=0.974,RPNL1Loss=0.284,RCNNAcc=0.938,RCNNL1Loss=0.989
[Epoch 16][Batch 2899], Speed: 12.518 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.125,RPNAcc=0.974,RPNL1Loss=0.284,RCNNAcc=0.938,RCNNL1Loss=0.988
[Epoch 16][Batch 2999], Speed: 12.397 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.104,RCNN_SmoothL1=0.126,RPNAcc=0.974,RPNL1Loss=0.284,RCNNAcc=0.938,RCNNL1Loss=0.988
[Epoch 16][Batch 3099], Speed: 12.492 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.104,RCNN_SmoothL1=0.125,RPNAcc=0.974,RPNL1Loss=0.284,RCNNAcc=0.938,RCNNL1Loss=0.987
[Epoch 16][Batch 3199], Speed: 12.454 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.104,RCNN_SmoothL1=0.126,RPNAcc=0.974,RPNL1Loss=0.284,RCNNAcc=0.938,RCNNL1Loss=0.986
[Epoch 16][Batch 3299], Speed: 12.479 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.104,RCNN_SmoothL1=0.126,RPNAcc=0.974,RPNL1Loss=0.284,RCNNAcc=0.938,RCNNL1Loss=0.986
[Epoch 16][Batch 3399], Speed: 12.531 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.104,RCNN_SmoothL1=0.126,RPNAcc=0.974,RPNL1Loss=0.283,RCNNAcc=0.938,RCNNL1Loss=0.985
[Epoch 16][Batch 3499], Speed: 12.486 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.104,RCNN_SmoothL1=0.126,RPNAcc=0.974,RPNL1Loss=0.283,RCNNAcc=0.938,RCNNL1Loss=0.985
[Epoch 16][Batch 3599], Speed: 12.498 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.104,RCNN_SmoothL1=0.126,RPNAcc=0.974,RPNL1Loss=0.283,RCNNAcc=0.938,RCNNL1Loss=0.984
[Epoch 16][Batch 3699], Speed: 12.527 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.104,RCNN_SmoothL1=0.126,RPNAcc=0.974,RPNL1Loss=0.283,RCNNAcc=0.938,RCNNL1Loss=0.984
[Epoch 16][Batch 3799], Speed: 12.458 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.104,RCNN_SmoothL1=0.126,RPNAcc=0.974,RPNL1Loss=0.283,RCNNAcc=0.938,RCNNL1Loss=0.983
[Epoch 16][Batch 3899], Speed: 12.490 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.104,RCNN_SmoothL1=0.126,RPNAcc=0.974,RPNL1Loss=0.283,RCNNAcc=0.938,RCNNL1Loss=0.982
[Epoch 16][Batch 3999], Speed: 12.456 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.104,RCNN_SmoothL1=0.126,RPNAcc=0.974,RPNL1Loss=0.283,RCNNAcc=0.938,RCNNL1Loss=0.982
[Epoch 16][Batch 4099], Speed: 12.523 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.104,RCNN_SmoothL1=0.126,RPNAcc=0.974,RPNL1Loss=0.283,RCNNAcc=0.938,RCNNL1Loss=0.981
[Epoch 16] Training cost: 1326.732, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.104,RCNN_SmoothL1=0.126
[Epoch 16] Validation: 
aeroplane=0.7893215783397117
bicycle=0.8461944747884654
bird=0.8168535285232045
boat=0.7036363436295644
bottle=0.6540699066641614
bus=0.8687041837151301
car=0.8787567225109792
cat=0.8798002786349501
chair=0.5870796159155535
cow=0.8664222793967938
diningtable=0.6867373838866941
dog=0.8707292466769276
horse=0.8754661281708608
motorbike=0.8140761701182343
person=0.8263278554732463
pottedplant=0.5106092383116998
sheep=0.8408790248681418
sofa=0.7357745837857985
train=0.8438590359848124
tvmonitor=0.7663565019183334
mAP=0.7830827040656632
[Epoch 16] mAP 0.7830827040656632 higher than current best [0.7814282663245535] saving to faster_rcnn_resnet50_v1b_voc_best.params
[Epoch 16] Saving parameters to faster_rcnn_resnet50_v1b_voc_0016_0.7831.params
[Epoch 17][Batch 99], Speed: 11.507 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.122,RPNAcc=0.974,RPNL1Loss=0.283,RCNNAcc=0.938,RCNNL1Loss=0.981
[Epoch 17][Batch 199], Speed: 12.464 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.096,RCNN_SmoothL1=0.119,RPNAcc=0.974,RPNL1Loss=0.283,RCNNAcc=0.938,RCNNL1Loss=0.980
[Epoch 17][Batch 299], Speed: 12.520 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.099,RCNN_SmoothL1=0.120,RPNAcc=0.974,RPNL1Loss=0.283,RCNNAcc=0.938,RCNNL1Loss=0.979
[Epoch 17][Batch 399], Speed: 12.389 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.123,RPNAcc=0.974,RPNL1Loss=0.283,RCNNAcc=0.938,RCNNL1Loss=0.979
[Epoch 17][Batch 499], Speed: 12.455 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.123,RPNAcc=0.974,RPNL1Loss=0.283,RCNNAcc=0.938,RCNNL1Loss=0.978
[Epoch 17][Batch 599], Speed: 12.551 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.123,RPNAcc=0.974,RPNL1Loss=0.283,RCNNAcc=0.938,RCNNL1Loss=0.978
[Epoch 17][Batch 699], Speed: 12.529 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.123,RPNAcc=0.974,RPNL1Loss=0.283,RCNNAcc=0.938,RCNNL1Loss=0.977
[Epoch 17][Batch 799], Speed: 12.464 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.123,RPNAcc=0.974,RPNL1Loss=0.282,RCNNAcc=0.938,RCNNL1Loss=0.977
[Epoch 17][Batch 899], Speed: 12.553 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.123,RPNAcc=0.974,RPNL1Loss=0.282,RCNNAcc=0.938,RCNNL1Loss=0.976
[Epoch 17][Batch 999], Speed: 12.449 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.124,RPNAcc=0.974,RPNL1Loss=0.282,RCNNAcc=0.938,RCNNL1Loss=0.976
[Epoch 17][Batch 1099], Speed: 12.495 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.124,RPNAcc=0.974,RPNL1Loss=0.282,RCNNAcc=0.938,RCNNL1Loss=0.975
[Epoch 17][Batch 1199], Speed: 12.456 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.124,RPNAcc=0.974,RPNL1Loss=0.282,RCNNAcc=0.938,RCNNL1Loss=0.974
[Epoch 17][Batch 1299], Speed: 12.589 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.124,RPNAcc=0.974,RPNL1Loss=0.282,RCNNAcc=0.938,RCNNL1Loss=0.974
[Epoch 17][Batch 1399], Speed: 12.454 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.124,RPNAcc=0.974,RPNL1Loss=0.282,RCNNAcc=0.938,RCNNL1Loss=0.973
[Epoch 17][Batch 1499], Speed: 12.585 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.124,RPNAcc=0.974,RPNL1Loss=0.282,RCNNAcc=0.938,RCNNL1Loss=0.973
[Epoch 17][Batch 1599], Speed: 12.584 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.125,RPNAcc=0.974,RPNL1Loss=0.282,RCNNAcc=0.938,RCNNL1Loss=0.972
[Epoch 17][Batch 1699], Speed: 12.565 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.125,RPNAcc=0.974,RPNL1Loss=0.282,RCNNAcc=0.939,RCNNL1Loss=0.972
[Epoch 17][Batch 1799], Speed: 12.472 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.125,RPNAcc=0.974,RPNL1Loss=0.282,RCNNAcc=0.939,RCNNL1Loss=0.971
[Epoch 17][Batch 1899], Speed: 12.455 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.104,RCNN_SmoothL1=0.125,RPNAcc=0.974,RPNL1Loss=0.282,RCNNAcc=0.939,RCNNL1Loss=0.971
[Epoch 17][Batch 1999], Speed: 12.504 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.104,RCNN_SmoothL1=0.125,RPNAcc=0.974,RPNL1Loss=0.282,RCNNAcc=0.939,RCNNL1Loss=0.970
[Epoch 17][Batch 2099], Speed: 12.430 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.104,RCNN_SmoothL1=0.125,RPNAcc=0.974,RPNL1Loss=0.282,RCNNAcc=0.939,RCNNL1Loss=0.970
[Epoch 17][Batch 2199], Speed: 12.454 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.104,RCNN_SmoothL1=0.125,RPNAcc=0.974,RPNL1Loss=0.282,RCNNAcc=0.939,RCNNL1Loss=0.969
[Epoch 17][Batch 2299], Speed: 12.433 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.104,RCNN_SmoothL1=0.125,RPNAcc=0.974,RPNL1Loss=0.282,RCNNAcc=0.939,RCNNL1Loss=0.969
[Epoch 17][Batch 2399], Speed: 12.527 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.104,RCNN_SmoothL1=0.125,RPNAcc=0.974,RPNL1Loss=0.281,RCNNAcc=0.939,RCNNL1Loss=0.968
[Epoch 17][Batch 2499], Speed: 12.519 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.104,RCNN_SmoothL1=0.125,RPNAcc=0.974,RPNL1Loss=0.281,RCNNAcc=0.939,RCNNL1Loss=0.968
[Epoch 17][Batch 2599], Speed: 12.465 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.104,RCNN_SmoothL1=0.124,RPNAcc=0.974,RPNL1Loss=0.281,RCNNAcc=0.939,RCNNL1Loss=0.967
[Epoch 17][Batch 2699], Speed: 12.397 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.104,RCNN_SmoothL1=0.125,RPNAcc=0.974,RPNL1Loss=0.281,RCNNAcc=0.939,RCNNL1Loss=0.966
[Epoch 17][Batch 2799], Speed: 12.476 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.124,RPNAcc=0.974,RPNL1Loss=0.281,RCNNAcc=0.939,RCNNL1Loss=0.966
[Epoch 17][Batch 2899], Speed: 12.411 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.125,RPNAcc=0.974,RPNL1Loss=0.281,RCNNAcc=0.939,RCNNL1Loss=0.965
[Epoch 17][Batch 2999], Speed: 12.576 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.124,RPNAcc=0.974,RPNL1Loss=0.281,RCNNAcc=0.939,RCNNL1Loss=0.965
[Epoch 17][Batch 3099], Speed: 12.396 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.124,RPNAcc=0.974,RPNL1Loss=0.281,RCNNAcc=0.939,RCNNL1Loss=0.964
[Epoch 17][Batch 3199], Speed: 12.445 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.124,RPNAcc=0.974,RPNL1Loss=0.281,RCNNAcc=0.939,RCNNL1Loss=0.964
[Epoch 17][Batch 3299], Speed: 12.487 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.124,RPNAcc=0.974,RPNL1Loss=0.281,RCNNAcc=0.939,RCNNL1Loss=0.963
[Epoch 17][Batch 3399], Speed: 12.486 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.124,RPNAcc=0.974,RPNL1Loss=0.281,RCNNAcc=0.939,RCNNL1Loss=0.963
[Epoch 17][Batch 3499], Speed: 12.479 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.124,RPNAcc=0.974,RPNL1Loss=0.281,RCNNAcc=0.939,RCNNL1Loss=0.962
[Epoch 17][Batch 3599], Speed: 12.465 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.124,RPNAcc=0.974,RPNL1Loss=0.281,RCNNAcc=0.939,RCNNL1Loss=0.962
[Epoch 17][Batch 3699], Speed: 12.508 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.124,RPNAcc=0.974,RPNL1Loss=0.281,RCNNAcc=0.939,RCNNL1Loss=0.961
[Epoch 17][Batch 3799], Speed: 12.477 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.124,RPNAcc=0.974,RPNL1Loss=0.281,RCNNAcc=0.939,RCNNL1Loss=0.961
[Epoch 17][Batch 3899], Speed: 12.480 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.124,RPNAcc=0.974,RPNL1Loss=0.281,RCNNAcc=0.939,RCNNL1Loss=0.960
[Epoch 17][Batch 3999], Speed: 12.462 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.124,RPNAcc=0.974,RPNL1Loss=0.281,RCNNAcc=0.939,RCNNL1Loss=0.960
[Epoch 17][Batch 4099], Speed: 12.615 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.125,RPNAcc=0.974,RPNL1Loss=0.280,RCNNAcc=0.939,RCNNL1Loss=0.959
[Epoch 17] Training cost: 1327.781, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.125
[Epoch 17] Validation: 
aeroplane=0.7927376996594426
bicycle=0.8386168858590414
bird=0.8171633067417894
boat=0.6811650006561556
bottle=0.6486189880997801
bus=0.8619791369460906
car=0.8776516435146857
cat=0.8900343239026964
chair=0.5821275160800585
cow=0.8479888986828963
diningtable=0.6644826831561086
dog=0.8697624397849718
horse=0.8780108375359977
motorbike=0.8261006731461993
person=0.8289754076949198
pottedplant=0.5124970399646694
sheep=0.8169359798632949
sofa=0.7339591953883284
train=0.8474953567360116
tvmonitor=0.788051383031689
mAP=0.7802177198222414
[Epoch 17] Saving parameters to faster_rcnn_resnet50_v1b_voc_0017_0.7802.params
[Epoch 18][Batch 99], Speed: 11.683 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.121,RPNAcc=0.974,RPNL1Loss=0.280,RCNNAcc=0.939,RCNNL1Loss=0.959
[Epoch 18][Batch 199], Speed: 12.422 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.124,RPNAcc=0.974,RPNL1Loss=0.280,RCNNAcc=0.939,RCNNL1Loss=0.958
[Epoch 18][Batch 299], Speed: 12.436 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.104,RCNN_SmoothL1=0.124,RPNAcc=0.974,RPNL1Loss=0.280,RCNNAcc=0.939,RCNNL1Loss=0.958
[Epoch 18][Batch 399], Speed: 12.490 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.104,RCNN_SmoothL1=0.122,RPNAcc=0.975,RPNL1Loss=0.280,RCNNAcc=0.939,RCNNL1Loss=0.957
[Epoch 18][Batch 499], Speed: 12.400 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.122,RPNAcc=0.975,RPNL1Loss=0.280,RCNNAcc=0.939,RCNNL1Loss=0.957
[Epoch 18][Batch 599], Speed: 12.468 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.121,RPNAcc=0.975,RPNL1Loss=0.280,RCNNAcc=0.939,RCNNL1Loss=0.956
[Epoch 18][Batch 699], Speed: 12.457 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.121,RPNAcc=0.975,RPNL1Loss=0.280,RCNNAcc=0.939,RCNNL1Loss=0.956
[Epoch 18][Batch 799], Speed: 12.518 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.120,RPNAcc=0.975,RPNL1Loss=0.280,RCNNAcc=0.939,RCNNL1Loss=0.955
[Epoch 18][Batch 899], Speed: 12.534 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.119,RPNAcc=0.975,RPNL1Loss=0.280,RCNNAcc=0.940,RCNNL1Loss=0.955
[Epoch 18][Batch 999], Speed: 12.333 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.119,RPNAcc=0.975,RPNL1Loss=0.280,RCNNAcc=0.940,RCNNL1Loss=0.954
[Epoch 18][Batch 1099], Speed: 12.504 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.120,RPNAcc=0.975,RPNL1Loss=0.280,RCNNAcc=0.940,RCNNL1Loss=0.954
[Epoch 18][Batch 1199], Speed: 12.431 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.121,RPNAcc=0.975,RPNL1Loss=0.280,RCNNAcc=0.940,RCNNL1Loss=0.953
[Epoch 18][Batch 1299], Speed: 12.520 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.121,RPNAcc=0.975,RPNL1Loss=0.280,RCNNAcc=0.940,RCNNL1Loss=0.953
[Epoch 18][Batch 1399], Speed: 12.458 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.121,RPNAcc=0.975,RPNL1Loss=0.280,RCNNAcc=0.940,RCNNL1Loss=0.952
[Epoch 18][Batch 1499], Speed: 12.400 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.121,RPNAcc=0.975,RPNL1Loss=0.280,RCNNAcc=0.940,RCNNL1Loss=0.952
[Epoch 18][Batch 1599], Speed: 12.411 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.122,RPNAcc=0.975,RPNL1Loss=0.280,RCNNAcc=0.940,RCNNL1Loss=0.951
[Epoch 18][Batch 1699], Speed: 12.439 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.122,RPNAcc=0.975,RPNL1Loss=0.279,RCNNAcc=0.940,RCNNL1Loss=0.951
[Epoch 18][Batch 1799], Speed: 12.416 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.122,RPNAcc=0.975,RPNL1Loss=0.279,RCNNAcc=0.940,RCNNL1Loss=0.950
[Epoch 18][Batch 1899], Speed: 12.463 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.122,RPNAcc=0.975,RPNL1Loss=0.279,RCNNAcc=0.940,RCNNL1Loss=0.950
[Epoch 18][Batch 1999], Speed: 12.458 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.122,RPNAcc=0.975,RPNL1Loss=0.279,RCNNAcc=0.940,RCNNL1Loss=0.949
[Epoch 18][Batch 2099], Speed: 12.519 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.122,RPNAcc=0.975,RPNL1Loss=0.279,RCNNAcc=0.940,RCNNL1Loss=0.949
[Epoch 18][Batch 2199], Speed: 12.512 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.123,RPNAcc=0.975,RPNL1Loss=0.279,RCNNAcc=0.940,RCNNL1Loss=0.948
[Epoch 18][Batch 2299], Speed: 12.478 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.123,RPNAcc=0.975,RPNL1Loss=0.279,RCNNAcc=0.940,RCNNL1Loss=0.948
[Epoch 18][Batch 2399], Speed: 12.530 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.123,RPNAcc=0.975,RPNL1Loss=0.279,RCNNAcc=0.940,RCNNL1Loss=0.947
[Epoch 18][Batch 2499], Speed: 12.500 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.123,RPNAcc=0.975,RPNL1Loss=0.279,RCNNAcc=0.940,RCNNL1Loss=0.947
[Epoch 18][Batch 2599], Speed: 12.409 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.123,RPNAcc=0.975,RPNL1Loss=0.279,RCNNAcc=0.940,RCNNL1Loss=0.946
[Epoch 18][Batch 2699], Speed: 12.569 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.123,RPNAcc=0.975,RPNL1Loss=0.279,RCNNAcc=0.940,RCNNL1Loss=0.946
[Epoch 18][Batch 2799], Speed: 12.505 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.123,RPNAcc=0.975,RPNL1Loss=0.279,RCNNAcc=0.940,RCNNL1Loss=0.945
[Epoch 18][Batch 2899], Speed: 12.500 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.123,RPNAcc=0.975,RPNL1Loss=0.279,RCNNAcc=0.940,RCNNL1Loss=0.945
[Epoch 18][Batch 2999], Speed: 12.567 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.123,RPNAcc=0.975,RPNL1Loss=0.279,RCNNAcc=0.940,RCNNL1Loss=0.944
[Epoch 18][Batch 3099], Speed: 12.426 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.123,RPNAcc=0.975,RPNL1Loss=0.279,RCNNAcc=0.940,RCNNL1Loss=0.944
[Epoch 18][Batch 3199], Speed: 12.407 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.123,RPNAcc=0.975,RPNL1Loss=0.279,RCNNAcc=0.940,RCNNL1Loss=0.944
[Epoch 18][Batch 3299], Speed: 12.451 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.123,RPNAcc=0.975,RPNL1Loss=0.279,RCNNAcc=0.940,RCNNL1Loss=0.943
[Epoch 18][Batch 3399], Speed: 12.406 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.123,RPNAcc=0.975,RPNL1Loss=0.279,RCNNAcc=0.940,RCNNL1Loss=0.943
[Epoch 18][Batch 3499], Speed: 12.495 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.123,RPNAcc=0.975,RPNL1Loss=0.278,RCNNAcc=0.940,RCNNL1Loss=0.942
[Epoch 18][Batch 3599], Speed: 12.527 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.123,RPNAcc=0.975,RPNL1Loss=0.278,RCNNAcc=0.940,RCNNL1Loss=0.942
[Epoch 18][Batch 3699], Speed: 12.505 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.123,RPNAcc=0.975,RPNL1Loss=0.278,RCNNAcc=0.940,RCNNL1Loss=0.941
[Epoch 18][Batch 3799], Speed: 12.548 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.123,RPNAcc=0.975,RPNL1Loss=0.278,RCNNAcc=0.940,RCNNL1Loss=0.941
[Epoch 18][Batch 3899], Speed: 12.453 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.123,RPNAcc=0.975,RPNL1Loss=0.278,RCNNAcc=0.940,RCNNL1Loss=0.940
[Epoch 18][Batch 3999], Speed: 12.449 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.123,RPNAcc=0.975,RPNL1Loss=0.278,RCNNAcc=0.940,RCNNL1Loss=0.940
[Epoch 18][Batch 4099], Speed: 12.534 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.123,RPNAcc=0.975,RPNL1Loss=0.278,RCNNAcc=0.940,RCNNL1Loss=0.939
[Epoch 18] Training cost: 1329.080, RPN_Conf=0.045,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.103,RCNN_SmoothL1=0.123
[Epoch 18] Validation: 
aeroplane=0.7897907219382987
bicycle=0.8412022638856109
bird=0.8262854516032733
boat=0.6971299188119071
bottle=0.6471055382880351
bus=0.8695509232504411
car=0.8775307491502236
cat=0.8779555418921232
chair=0.584114023715705
cow=0.8586180486180488
diningtable=0.6872345798391433
dog=0.8642446953118271
horse=0.8782482187604758
motorbike=0.8028643073228623
person=0.8276698623908345
pottedplant=0.5111702767516624
sheep=0.8369110147855124
sofa=0.7250615094810215
train=0.8453081217951801
tvmonitor=0.7823551322060164
mAP=0.78151754498991
[Epoch 18] Saving parameters to faster_rcnn_resnet50_v1b_voc_0018_0.7815.params
[Epoch 19][Batch 99], Speed: 11.609 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.099,RCNN_SmoothL1=0.126,RPNAcc=0.975,RPNL1Loss=0.278,RCNNAcc=0.940,RCNNL1Loss=0.939
[Epoch 19][Batch 199], Speed: 12.517 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.124,RPNAcc=0.975,RPNL1Loss=0.278,RCNNAcc=0.940,RCNNL1Loss=0.938
[Epoch 19][Batch 299], Speed: 12.454 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.123,RPNAcc=0.975,RPNL1Loss=0.278,RCNNAcc=0.941,RCNNL1Loss=0.938
[Epoch 19][Batch 399], Speed: 12.624 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.123,RPNAcc=0.975,RPNL1Loss=0.278,RCNNAcc=0.941,RCNNL1Loss=0.937
[Epoch 19][Batch 499], Speed: 12.465 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.124,RPNAcc=0.975,RPNL1Loss=0.278,RCNNAcc=0.941,RCNNL1Loss=0.937
[Epoch 19][Batch 599], Speed: 12.510 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.100,RCNN_SmoothL1=0.123,RPNAcc=0.975,RPNL1Loss=0.278,RCNNAcc=0.941,RCNNL1Loss=0.937
[Epoch 19][Batch 699], Speed: 12.522 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.100,RCNN_SmoothL1=0.123,RPNAcc=0.975,RPNL1Loss=0.278,RCNNAcc=0.941,RCNNL1Loss=0.936
[Epoch 19][Batch 799], Speed: 12.318 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.100,RCNN_SmoothL1=0.123,RPNAcc=0.975,RPNL1Loss=0.278,RCNNAcc=0.941,RCNNL1Loss=0.936
[Epoch 19][Batch 899], Speed: 12.446 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.100,RCNN_SmoothL1=0.123,RPNAcc=0.975,RPNL1Loss=0.278,RCNNAcc=0.941,RCNNL1Loss=0.935
[Epoch 19][Batch 999], Speed: 12.510 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.100,RCNN_SmoothL1=0.123,RPNAcc=0.975,RPNL1Loss=0.278,RCNNAcc=0.941,RCNNL1Loss=0.935
[Epoch 19][Batch 1099], Speed: 12.449 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.100,RCNN_SmoothL1=0.123,RPNAcc=0.975,RPNL1Loss=0.278,RCNNAcc=0.941,RCNNL1Loss=0.934
[Epoch 19][Batch 1199], Speed: 12.433 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.100,RCNN_SmoothL1=0.123,RPNAcc=0.975,RPNL1Loss=0.278,RCNNAcc=0.941,RCNNL1Loss=0.934
[Epoch 19][Batch 1299], Speed: 12.537 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.100,RCNN_SmoothL1=0.122,RPNAcc=0.975,RPNL1Loss=0.278,RCNNAcc=0.941,RCNNL1Loss=0.933
[Epoch 19][Batch 1399], Speed: 12.527 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.100,RCNN_SmoothL1=0.122,RPNAcc=0.975,RPNL1Loss=0.277,RCNNAcc=0.941,RCNNL1Loss=0.933
[Epoch 19][Batch 1499], Speed: 12.496 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.100,RCNN_SmoothL1=0.122,RPNAcc=0.975,RPNL1Loss=0.277,RCNNAcc=0.941,RCNNL1Loss=0.933
[Epoch 19][Batch 1599], Speed: 12.551 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.100,RCNN_SmoothL1=0.122,RPNAcc=0.975,RPNL1Loss=0.277,RCNNAcc=0.941,RCNNL1Loss=0.932
[Epoch 19][Batch 1699], Speed: 12.492 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.100,RCNN_SmoothL1=0.121,RPNAcc=0.975,RPNL1Loss=0.277,RCNNAcc=0.941,RCNNL1Loss=0.932
[Epoch 19][Batch 1799], Speed: 12.512 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.100,RCNN_SmoothL1=0.121,RPNAcc=0.975,RPNL1Loss=0.277,RCNNAcc=0.941,RCNNL1Loss=0.931
[Epoch 19][Batch 1899], Speed: 12.460 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.100,RCNN_SmoothL1=0.121,RPNAcc=0.975,RPNL1Loss=0.277,RCNNAcc=0.941,RCNNL1Loss=0.931
[Epoch 19][Batch 1999], Speed: 12.505 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.100,RCNN_SmoothL1=0.121,RPNAcc=0.975,RPNL1Loss=0.277,RCNNAcc=0.941,RCNNL1Loss=0.930
[Epoch 19][Batch 2099], Speed: 12.525 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.100,RCNN_SmoothL1=0.121,RPNAcc=0.975,RPNL1Loss=0.277,RCNNAcc=0.941,RCNNL1Loss=0.930
[Epoch 19][Batch 2199], Speed: 12.554 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.100,RCNN_SmoothL1=0.121,RPNAcc=0.975,RPNL1Loss=0.277,RCNNAcc=0.941,RCNNL1Loss=0.929
[Epoch 19][Batch 2299], Speed: 12.392 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.100,RCNN_SmoothL1=0.121,RPNAcc=0.975,RPNL1Loss=0.277,RCNNAcc=0.941,RCNNL1Loss=0.929
[Epoch 19][Batch 2399], Speed: 12.424 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.100,RCNN_SmoothL1=0.121,RPNAcc=0.975,RPNL1Loss=0.277,RCNNAcc=0.941,RCNNL1Loss=0.928
[Epoch 19][Batch 2499], Speed: 12.481 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.121,RPNAcc=0.975,RPNL1Loss=0.277,RCNNAcc=0.941,RCNNL1Loss=0.928
[Epoch 19][Batch 2599], Speed: 12.542 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.121,RPNAcc=0.975,RPNL1Loss=0.277,RCNNAcc=0.941,RCNNL1Loss=0.928
[Epoch 19][Batch 2699], Speed: 12.483 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.121,RPNAcc=0.975,RPNL1Loss=0.277,RCNNAcc=0.941,RCNNL1Loss=0.927
[Epoch 19][Batch 2799], Speed: 12.491 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.121,RPNAcc=0.975,RPNL1Loss=0.277,RCNNAcc=0.941,RCNNL1Loss=0.927
[Epoch 19][Batch 2899], Speed: 12.466 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.121,RPNAcc=0.975,RPNL1Loss=0.277,RCNNAcc=0.941,RCNNL1Loss=0.926
[Epoch 19][Batch 2999], Speed: 12.544 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.122,RPNAcc=0.975,RPNL1Loss=0.277,RCNNAcc=0.941,RCNNL1Loss=0.926
[Epoch 19][Batch 3099], Speed: 12.546 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.122,RPNAcc=0.975,RPNL1Loss=0.277,RCNNAcc=0.941,RCNNL1Loss=0.925
[Epoch 19][Batch 3199], Speed: 12.605 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.122,RPNAcc=0.975,RPNL1Loss=0.277,RCNNAcc=0.941,RCNNL1Loss=0.925
[Epoch 19][Batch 3299], Speed: 12.605 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.122,RPNAcc=0.975,RPNL1Loss=0.277,RCNNAcc=0.941,RCNNL1Loss=0.925
[Epoch 19][Batch 3399], Speed: 12.479 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.122,RPNAcc=0.975,RPNL1Loss=0.276,RCNNAcc=0.941,RCNNL1Loss=0.924
[Epoch 19][Batch 3499], Speed: 12.475 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.122,RPNAcc=0.975,RPNL1Loss=0.276,RCNNAcc=0.941,RCNNL1Loss=0.924
[Epoch 19][Batch 3599], Speed: 12.481 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.102,RCNN_SmoothL1=0.122,RPNAcc=0.975,RPNL1Loss=0.276,RCNNAcc=0.941,RCNNL1Loss=0.923
[Epoch 19][Batch 3699], Speed: 12.508 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.122,RPNAcc=0.975,RPNL1Loss=0.276,RCNNAcc=0.941,RCNNL1Loss=0.923
[Epoch 19][Batch 3799], Speed: 12.512 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.122,RPNAcc=0.975,RPNL1Loss=0.276,RCNNAcc=0.941,RCNNL1Loss=0.923
[Epoch 19][Batch 3899], Speed: 12.527 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.122,RPNAcc=0.975,RPNL1Loss=0.276,RCNNAcc=0.941,RCNNL1Loss=0.922
[Epoch 19][Batch 3999], Speed: 12.569 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.122,RPNAcc=0.975,RPNL1Loss=0.276,RCNNAcc=0.941,RCNNL1Loss=0.922
[Epoch 19][Batch 4099], Speed: 12.513 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.122,RPNAcc=0.975,RPNL1Loss=0.276,RCNNAcc=0.942,RCNNL1Loss=0.921
[Epoch 19] Training cost: 1326.142, RPN_Conf=0.045,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.101,RCNN_SmoothL1=0.122
[Epoch 19] Validation: 
aeroplane=0.7941293299700947
bicycle=0.8153225905640767
bird=0.7941233466802613
boat=0.6858206398403598
bottle=0.648616522327365
bus=0.8688866522005938
car=0.8771035191077191
cat=0.8815680344491871
chair=0.6013810297962436
cow=0.8580201410048119
diningtable=0.6826430214131638
dog=0.8690206685834372
horse=0.8804141804038217
motorbike=0.7978473958998167
person=0.8252280212005596
pottedplant=0.5059527976453118
sheep=0.7940565079602513
sofa=0.7417261943059131
train=0.8441948747633157
tvmonitor=0.7658803794353161
mAP=0.7765967923775811
[Epoch 19] Saving parameters to faster_rcnn_resnet50_v1b_voc_0019_0.7766.params