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- 09/19 17:20:23: Load checkpoint from /userhome/PCGCv1/pytorch3/ckpts/hyper_mgpu3/epoch_12_11099.pth
- 09/19 17:20:23: DataParallel(
- (module): PCCModel(
- (analysis_transform): AnalysisTransform(
- (conv_in): Conv3d(1, 16, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (vrn1_1): _VoxceptionResNet(
- (conv1_1): Conv3d(16, 4, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv1_2): Conv3d(4, 8, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv2_1): Conv3d(16, 4, kernel_size=(1, 1, 1), stride=(1, 1, 1))
- (conv2_2): Conv3d(4, 4, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv2_3): Conv3d(4, 8, kernel_size=(1, 1, 1), stride=(1, 1, 1))
- )
- (vrn1_2): _VoxceptionResNet(
- (conv1_1): Conv3d(16, 4, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv1_2): Conv3d(4, 8, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv2_1): Conv3d(16, 4, kernel_size=(1, 1, 1), stride=(1, 1, 1))
- (conv2_2): Conv3d(4, 4, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv2_3): Conv3d(4, 8, kernel_size=(1, 1, 1), stride=(1, 1, 1))
- )
- (vrn1_3): _VoxceptionResNet(
- (conv1_1): Conv3d(16, 4, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv1_2): Conv3d(4, 8, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv2_1): Conv3d(16, 4, kernel_size=(1, 1, 1), stride=(1, 1, 1))
- (conv2_2): Conv3d(4, 4, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv2_3): Conv3d(4, 8, kernel_size=(1, 1, 1), stride=(1, 1, 1))
- )
- (down_1): Conv3d(16, 32, kernel_size=(3, 3, 3), stride=(2, 2, 2), bias=False)
- (vrn2_1): _VoxceptionResNet(
- (conv1_1): Conv3d(32, 8, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv1_2): Conv3d(8, 16, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv2_1): Conv3d(32, 8, kernel_size=(1, 1, 1), stride=(1, 1, 1))
- (conv2_2): Conv3d(8, 8, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv2_3): Conv3d(8, 16, kernel_size=(1, 1, 1), stride=(1, 1, 1))
- )
- (vrn2_2): _VoxceptionResNet(
- (conv1_1): Conv3d(32, 8, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv1_2): Conv3d(8, 16, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv2_1): Conv3d(32, 8, kernel_size=(1, 1, 1), stride=(1, 1, 1))
- (conv2_2): Conv3d(8, 8, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv2_3): Conv3d(8, 16, kernel_size=(1, 1, 1), stride=(1, 1, 1))
- )
- (vrn2_3): _VoxceptionResNet(
- (conv1_1): Conv3d(32, 8, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv1_2): Conv3d(8, 16, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv2_1): Conv3d(32, 8, kernel_size=(1, 1, 1), stride=(1, 1, 1))
- (conv2_2): Conv3d(8, 8, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv2_3): Conv3d(8, 16, kernel_size=(1, 1, 1), stride=(1, 1, 1))
- )
- (down_2): Conv3d(32, 64, kernel_size=(3, 3, 3), stride=(2, 2, 2), bias=False)
- (vrn3_1): _VoxceptionResNet(
- (conv1_1): Conv3d(64, 16, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv1_2): Conv3d(16, 32, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv2_1): Conv3d(64, 16, kernel_size=(1, 1, 1), stride=(1, 1, 1))
- (conv2_2): Conv3d(16, 16, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv2_3): Conv3d(16, 32, kernel_size=(1, 1, 1), stride=(1, 1, 1))
- )
- (vrn3_2): _VoxceptionResNet(
- (conv1_1): Conv3d(64, 16, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv1_2): Conv3d(16, 32, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv2_1): Conv3d(64, 16, kernel_size=(1, 1, 1), stride=(1, 1, 1))
- (conv2_2): Conv3d(16, 16, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv2_3): Conv3d(16, 32, kernel_size=(1, 1, 1), stride=(1, 1, 1))
- )
- (vrn3_3): _VoxceptionResNet(
- (conv1_1): Conv3d(64, 16, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv1_2): Conv3d(16, 32, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv2_1): Conv3d(64, 16, kernel_size=(1, 1, 1), stride=(1, 1, 1))
- (conv2_2): Conv3d(16, 16, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv2_3): Conv3d(16, 32, kernel_size=(1, 1, 1), stride=(1, 1, 1))
- )
- (conv_out): Conv3d(64, 16, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- )
- (synthesis_transform): SynthesisTransform(
- (deconv_in): Conv3d(16, 64, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (vrn1_1): _VoxceptionResNet(
- (conv1_1): Conv3d(64, 16, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv1_2): Conv3d(16, 32, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv2_1): Conv3d(64, 16, kernel_size=(1, 1, 1), stride=(1, 1, 1))
- (conv2_2): Conv3d(16, 16, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv2_3): Conv3d(16, 32, kernel_size=(1, 1, 1), stride=(1, 1, 1))
- )
- (vrn1_2): _VoxceptionResNet(
- (conv1_1): Conv3d(64, 16, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv1_2): Conv3d(16, 32, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv2_1): Conv3d(64, 16, kernel_size=(1, 1, 1), stride=(1, 1, 1))
- (conv2_2): Conv3d(16, 16, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv2_3): Conv3d(16, 32, kernel_size=(1, 1, 1), stride=(1, 1, 1))
- )
- (vrn1_3): _VoxceptionResNet(
- (conv1_1): Conv3d(64, 16, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv1_2): Conv3d(16, 32, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv2_1): Conv3d(64, 16, kernel_size=(1, 1, 1), stride=(1, 1, 1))
- (conv2_2): Conv3d(16, 16, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv2_3): Conv3d(16, 32, kernel_size=(1, 1, 1), stride=(1, 1, 1))
- )
- (up_1): ConvTranspose3d(64, 32, kernel_size=(3, 3, 3), stride=(2, 2, 2), padding=(1, 1, 1), output_padding=(1, 1, 1))
- (vrn2_1): _VoxceptionResNet(
- (conv1_1): Conv3d(32, 8, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv1_2): Conv3d(8, 16, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv2_1): Conv3d(32, 8, kernel_size=(1, 1, 1), stride=(1, 1, 1))
- (conv2_2): Conv3d(8, 8, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv2_3): Conv3d(8, 16, kernel_size=(1, 1, 1), stride=(1, 1, 1))
- )
- (vrn2_2): _VoxceptionResNet(
- (conv1_1): Conv3d(32, 8, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv1_2): Conv3d(8, 16, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv2_1): Conv3d(32, 8, kernel_size=(1, 1, 1), stride=(1, 1, 1))
- (conv2_2): Conv3d(8, 8, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv2_3): Conv3d(8, 16, kernel_size=(1, 1, 1), stride=(1, 1, 1))
- )
- (vrn2_3): _VoxceptionResNet(
- (conv1_1): Conv3d(32, 8, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv1_2): Conv3d(8, 16, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv2_1): Conv3d(32, 8, kernel_size=(1, 1, 1), stride=(1, 1, 1))
- (conv2_2): Conv3d(8, 8, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv2_3): Conv3d(8, 16, kernel_size=(1, 1, 1), stride=(1, 1, 1))
- )
- (up_2): ConvTranspose3d(32, 16, kernel_size=(3, 3, 3), stride=(2, 2, 2), padding=(1, 1, 1), output_padding=(1, 1, 1))
- (vrn3_1): _VoxceptionResNet(
- (conv1_1): Conv3d(16, 4, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv1_2): Conv3d(4, 8, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv2_1): Conv3d(16, 4, kernel_size=(1, 1, 1), stride=(1, 1, 1))
- (conv2_2): Conv3d(4, 4, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv2_3): Conv3d(4, 8, kernel_size=(1, 1, 1), stride=(1, 1, 1))
- )
- (vrn3_2): _VoxceptionResNet(
- (conv1_1): Conv3d(16, 4, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv1_2): Conv3d(4, 8, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv2_1): Conv3d(16, 4, kernel_size=(1, 1, 1), stride=(1, 1, 1))
- (conv2_2): Conv3d(4, 4, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv2_3): Conv3d(4, 8, kernel_size=(1, 1, 1), stride=(1, 1, 1))
- )
- (vrn3_3): _VoxceptionResNet(
- (conv1_1): Conv3d(16, 4, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv1_2): Conv3d(4, 8, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv2_1): Conv3d(16, 4, kernel_size=(1, 1, 1), stride=(1, 1, 1))
- (conv2_2): Conv3d(4, 4, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv2_3): Conv3d(4, 8, kernel_size=(1, 1, 1), stride=(1, 1, 1))
- )
- (deconv_out): Conv3d(16, 1, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- )
- (hyper_encoder): HyperEncoder(
- (conv1): Conv3d(16, 16, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv2): Conv3d(16, 16, kernel_size=(3, 3, 3), stride=(2, 2, 2))
- (conv3): Conv3d(16, 8, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- )
- (hyper_decoder): HyperDecoder(
- (conv1): Conv3d(8, 16, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv2): ConvTranspose3d(16, 16, kernel_size=(3, 3, 3), stride=(2, 2, 2), padding=(1, 1, 1), output_padding=(1, 1, 1))
- (conv3): Conv3d(16, 32, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv4_1): Conv3d(32, 16, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- (conv4_2): Conv3d(32, 16, kernel_size=(3, 3, 3), stride=(1, 1, 1), padding=(1, 1, 1))
- )
- (entropy_bottleneck): EntropyBottleneck()
- (conditional_entropy_model): SymmetricConditional()
- )
- )
- 09/19 17:24:54: ========================================
- Training Epoch: 0
- 09/19 17:24:54: alpha:6 beta:3.0
- 09/19 17:24:54: LR:[0.0002]
- 09/19 17:24:54: Training Files length:1000
- 09/19 17:27:22: train_zeros:0.036562591791152954
- 09/19 17:27:22: train_ones:0.07753288745880127
- 09/19 17:27:22: train_distortion:0.18722066283226013
- 09/19 17:27:22: train_loss:1.7337486743927002
- 09/19 17:27:23: ==========Train Epoch 0 Step: 29
- 09/19 17:27:23: bpp_ae: [0.5238]
- 09/19 17:27:23: bpp_hyper: [0.1218]
- 09/19 17:27:23: bpp: [0.6456]
- 09/19 17:27:23: IoU: [0.5845]
- 09/19 17:29:44: train_zeros:0.037005748599767685
- 09/19 17:29:44: train_ones:0.04596185311675072
- 09/19 17:29:44: train_distortion:0.15697909891605377
- 09/19 17:29:44: train_loss:1.5335252285003662
- 09/19 17:29:44: ==========Train Epoch 0 Step: 59
- 09/19 17:29:44: bpp_ae: [0.4618]
- 09/19 17:29:44: bpp_hyper: [0.1146]
- 09/19 17:29:44: bpp: [0.5764]
- 09/19 17:29:44: IoU: [0.6207]
- 09/19 17:32:03: train_zeros:0.02238825149834156
- 09/19 17:32:03: train_ones:0.03138270974159241
- 09/19 17:32:03: train_distortion:0.09854746609926224
- 09/19 17:32:03: train_loss:1.2335100173950195
- 09/19 17:32:03: ==========Train Epoch 0 Step: 89
- 09/19 17:32:03: bpp_ae: [0.4611]
- 09/19 17:32:03: bpp_hyper: [0.119]
- 09/19 17:32:03: bpp: [0.58]
- 09/19 17:32:03: IoU: [0.6387]
- 09/19 17:34:21: train_zeros:0.03736065700650215
- 09/19 17:34:21: train_ones:0.044883955270051956
- 09/19 17:34:21: train_distortion:0.1569659262895584
- 09/19 17:34:21: train_loss:1.514304518699646
- 09/19 17:34:22: ==========Train Epoch 0 Step: 119
- 09/19 17:34:22: bpp_ae: [0.4666]
- 09/19 17:34:22: bpp_hyper: [0.1248]
- 09/19 17:34:22: bpp: [0.5914]
- 09/19 17:34:22: IoU: [0.6517]
- 09/19 17:36:41: train_zeros:0.042746566236019135
- 09/19 17:36:41: train_ones:0.03622151538729668
- 09/19 17:36:41: train_distortion:0.16446121037006378
- 09/19 17:36:41: train_loss:1.540001392364502
- 09/19 17:36:42: ==========Train Epoch 0 Step: 149
- 09/19 17:36:42: bpp_ae: [0.4736]
- 09/19 17:36:42: bpp_hyper: [0.1268]
- 09/19 17:36:42: bpp: [0.6004]
- 09/19 17:36:42: IoU: [0.6363]
- 09/19 17:39:00: train_zeros:0.053532201796770096
- 09/19 17:39:00: train_ones:0.04919153079390526
- 09/19 17:39:00: train_distortion:0.20978814363479614
- 09/19 17:39:00: train_loss:1.7786293029785156
- 09/19 17:39:00: ==========Train Epoch 0 Step: 179
- 09/19 17:39:00: bpp_ae: [0.4893]
- 09/19 17:39:00: bpp_hyper: [0.1261]
- 09/19 17:39:00: bpp: [0.6154]
- 09/19 17:39:00: IoU: [0.631]
- 09/19 17:41:21: train_zeros:0.038951240479946136
- 09/19 17:41:21: train_ones:0.03828778862953186
- 09/19 17:41:21: train_distortion:0.15514150261878967
- 09/19 17:41:21: train_loss:1.5217422246932983
- 09/19 17:41:21: ==========Train Epoch 0 Step: 209
- 09/19 17:41:21: bpp_ae: [0.4627]
- 09/19 17:41:21: bpp_hyper: [0.1185]
- 09/19 17:41:21: bpp: [0.5812]
- 09/19 17:41:21: IoU: [0.6364]
- 09/19 17:43:41: train_zeros:0.040709543973207474
- 09/19 17:43:41: train_ones:0.0565902516245842
- 09/19 17:43:41: train_distortion:0.17871889472007751
- 09/19 17:43:41: train_loss:1.6534792184829712
- 09/19 17:43:42: ==========Train Epoch 0 Step: 239
- 09/19 17:43:42: bpp_ae: [0.4566]
- 09/19 17:43:42: bpp_hyper: [0.1139]
- 09/19 17:43:42: bpp: [0.5705]
- 09/19 17:43:42: IoU: [0.6488]
- 09/19 17:46:04: train_zeros:0.036361582577228546
- 09/19 17:46:04: train_ones:0.05484417453408241
- 09/19 17:46:04: train_distortion:0.16392892599105835
- 09/19 17:46:04: train_loss:1.540084719657898
- 09/19 17:46:04: ==========Train Epoch 0 Step: 269
- 09/19 17:46:04: bpp_ae: [0.4516]
- 09/19 17:46:04: bpp_hyper: [0.1186]
- 09/19 17:46:04: bpp: [0.5701]
- 09/19 17:46:04: IoU: [0.6428]
- 09/19 17:48:25: train_zeros:0.035220399498939514
- 09/19 17:48:25: train_ones:0.05244646221399307
- 09/19 17:48:25: train_distortion:0.1581076681613922
- 09/19 17:48:25: train_loss:1.5117864608764648
- 09/19 17:48:26: ==========Train Epoch 0 Step: 299
- 09/19 17:48:26: bpp_ae: [0.4351]
- 09/19 17:48:26: bpp_hyper: [0.1137]
- 09/19 17:48:26: bpp: [0.5487]
- 09/19 17:48:26: IoU: [0.6385]
- 09/19 17:50:44: train_zeros:0.03986596688628197
- 09/19 17:50:44: train_ones:0.04006253927946091
- 09/19 17:50:44: train_distortion:0.1596604287624359
- 09/19 17:50:44: train_loss:1.5315442085266113
- 09/19 17:50:44: ==========Train Epoch 0 Step: 329
- 09/19 17:50:44: bpp_ae: [0.4607]
- 09/19 17:50:44: bpp_hyper: [0.1187]
- 09/19 17:50:44: bpp: [0.5795]
- 09/19 17:50:44: IoU: [0.6468]
- 09/19 17:53:05: train_zeros:0.03620077669620514
- 09/19 17:53:05: train_ones:0.03405112400650978
- 09/19 17:53:05: train_distortion:0.1426534503698349
- 09/19 17:53:05: train_loss:1.4352163076400757
- 09/19 17:53:06: ==========Train Epoch 0 Step: 359
- 09/19 17:53:06: bpp_ae: [0.4505]
- 09/19 17:53:06: bpp_hyper: [0.1162]
- 09/19 17:53:06: bpp: [0.5667]
- 09/19 17:53:06: IoU: [0.6459]
- 09/19 17:55:24: train_zeros:0.03525755554437637
- 09/19 17:55:24: train_ones:0.03508097305893898
- 09/19 17:55:24: train_distortion:0.1408536434173584
- 09/19 17:55:24: train_loss:1.3896119594573975
- 09/19 17:55:24: ==========Train Epoch 0 Step: 389
- 09/19 17:55:24: bpp_ae: [0.4381]
- 09/19 17:55:24: bpp_hyper: [0.1145]
- 09/19 17:55:24: bpp: [0.5526]
- 09/19 17:55:24: IoU: [0.6486]
- 09/19 17:57:44: train_zeros:0.026104308664798737
- 09/19 17:57:44: train_ones:0.04394543170928955
- 09/19 17:57:44: train_distortion:0.12225835770368576
- 09/19 17:57:44: train_loss:1.2986340522766113
- 09/19 17:57:44: ==========Train Epoch 0 Step: 419
- 09/19 17:57:44: bpp_ae: [0.4216]
- 09/19 17:57:44: bpp_hyper: [0.1103]
- 09/19 17:57:44: bpp: [0.5318]
- 09/19 17:57:44: IoU: [0.6402]
- 09/19 18:00:04: train_zeros:0.0485820546746254
- 09/19 18:00:05: train_ones:0.04327407479286194
- 09/19 18:00:05: train_distortion:0.18902024626731873
- 09/19 18:00:05: train_loss:1.685364007949829
- 09/19 18:00:05: ==========Train Epoch 0 Step: 449
- 09/19 18:00:05: bpp_ae: [0.4378]
- 09/19 18:00:05: bpp_hyper: [0.1208]
- 09/19 18:00:05: bpp: [0.5586]
- 09/19 18:00:05: IoU: [0.6496]
- 09/19 18:02:22: train_zeros:0.02934693731367588
- 09/19 18:02:22: train_ones:0.04851464182138443
- 09/19 18:02:22: train_distortion:0.13655546307563782
- 09/19 18:02:22: train_loss:1.3662744760513306
- 09/19 18:02:22: ==========Train Epoch 0 Step: 479
- 09/19 18:02:22: bpp_ae: [0.442]
- 09/19 18:02:22: bpp_hyper: [0.1231]
- 09/19 18:02:22: bpp: [0.565]
- 09/19 18:02:22: IoU: [0.6377]
- 09/19 18:04:41: train_zeros:0.043961841613054276
- 09/19 18:04:41: train_ones:0.03442707285284996
- 09/19 18:04:41: train_distortion:0.16631260514259338
- 09/19 18:04:41: train_loss:1.5676767826080322
- 09/19 18:04:41: ==========Train Epoch 0 Step: 509
- 09/19 18:04:41: bpp_ae: [0.4349]
- 09/19 18:04:41: bpp_hyper: [0.1184]
- 09/19 18:04:41: bpp: [0.5533]
- 09/19 18:04:41: IoU: [0.6382]
- 09/19 18:07:02: train_zeros:0.0254124253988266
- 09/19 18:07:02: train_ones:0.05536913499236107
- 09/19 18:07:02: train_distortion:0.13160641491413116
- 09/19 18:07:02: train_loss:1.3894939422607422
- 09/19 18:07:02: ==========Train Epoch 0 Step: 539
- 09/19 18:07:02: bpp_ae: [0.4418]
- 09/19 18:07:02: bpp_hyper: [0.1198]
- 09/19 18:07:02: bpp: [0.5616]
- 09/19 18:07:02: IoU: [0.642]
- 09/19 18:09:22: train_zeros:0.04342141002416611
- 09/19 18:09:22: train_ones:0.05772360786795616
- 09/19 18:09:22: train_distortion:0.18798783421516418
- 09/19 18:09:22: train_loss:1.6506232023239136
- 09/19 18:09:22: ==========Train Epoch 0 Step: 569
- 09/19 18:09:22: bpp_ae: [0.4494]
- 09/19 18:09:22: bpp_hyper: [0.1178]
- 09/19 18:09:22: bpp: [0.5672]
- 09/19 18:09:22: IoU: [0.6523]
- 09/19 18:11:44: train_zeros:0.048093125224113464
- 09/19 18:11:44: train_ones:0.062253206968307495
- 09/19 18:11:44: train_distortion:0.2065325826406479
- 09/19 18:11:44: train_loss:1.73916757106781
- 09/19 18:11:44: ==========Train Epoch 0 Step: 599
- 09/19 18:11:44: bpp_ae: [0.439]
- 09/19 18:11:44: bpp_hyper: [0.1113]
- 09/19 18:11:44: bpp: [0.5503]
- 09/19 18:11:44: IoU: [0.6358]
- 09/19 18:14:04: train_zeros:0.029851660132408142
- 09/19 18:14:04: train_ones:0.05000259727239609
- 09/19 18:14:04: train_distortion:0.13955757021903992
- 09/19 18:14:04: train_loss:1.3727515935897827
- 09/19 18:14:04: ==========Train Epoch 0 Step: 629
- 09/19 18:14:04: bpp_ae: [0.4352]
- 09/19 18:14:04: bpp_hyper: [0.1148]
- 09/19 18:14:04: bpp: [0.55]
- 09/19 18:14:04: IoU: [0.6453]
- 09/19 18:16:24: train_zeros:0.037360962480306625
- 09/19 18:16:24: train_ones:0.03312593325972557
- 09/19 18:16:24: train_distortion:0.14520882070064545
- 09/19 18:16:24: train_loss:1.4111007452011108
- 09/19 18:16:24: ==========Train Epoch 0 Step: 659
- 09/19 18:16:24: bpp_ae: [0.4211]
- 09/19 18:16:24: bpp_hyper: [0.1175]
- 09/19 18:16:24: bpp: [0.5387]
- 09/19 18:16:24: IoU: [0.6418]
- 09/19 18:18:45: train_zeros:0.050303734838962555
- 09/19 18:18:45: train_ones:0.07878944277763367
- 09/19 18:18:45: train_distortion:0.22970065474510193
- 09/19 18:18:45: train_loss:1.907095193862915
- 09/19 18:18:45: ==========Train Epoch 0 Step: 689
- 09/19 18:18:45: bpp_ae: [0.4205]
- 09/19 18:18:45: bpp_hyper: [0.1178]
- 09/19 18:18:45: bpp: [0.5383]
- 09/19 18:18:45: IoU: [0.6408]
- 09/19 18:21:05: train_zeros:0.038240592926740646
- 09/19 18:21:05: train_ones:0.04830014705657959
- 09/19 18:21:05: train_distortion:0.16302192211151123
- 09/19 18:21:05: train_loss:1.518537163734436
- 09/19 18:21:05: ==========Train Epoch 0 Step: 719
- 09/19 18:21:05: bpp_ae: [0.4147]
- 09/19 18:21:05: bpp_hyper: [0.1174]
- 09/19 18:21:05: bpp: [0.5321]
- 09/19 18:21:05: IoU: [0.6488]
- 09/19 18:23:26: train_zeros:0.03952629491686821
- 09/19 18:23:26: train_ones:0.0681920051574707
- 09/19 18:23:26: train_distortion:0.18677088618278503
- 09/19 18:23:26: train_loss:1.6300939321517944
- 09/19 18:23:27: ==========Train Epoch 0 Step: 749
- 09/19 18:23:27: bpp_ae: [0.4214]
- 09/19 18:23:27: bpp_hyper: [0.1171]
- 09/19 18:23:27: bpp: [0.5385]
- 09/19 18:23:27: IoU: [0.6212]
- 09/19 18:25:47: train_zeros:0.04843073710799217
- 09/19 18:25:47: train_ones:0.06345289200544357
- 09/19 18:25:47: train_distortion:0.2087450921535492
- 09/19 18:25:47: train_loss:1.7635326385498047
- 09/19 18:25:47: ==========Train Epoch 0 Step: 779
- 09/19 18:25:47: bpp_ae: [0.4177]
- 09/19 18:25:47: bpp_hyper: [0.1127]
- 09/19 18:25:47: bpp: [0.5303]
- 09/19 18:25:47: IoU: [0.6344]
- 09/19 18:28:06: train_zeros:0.035371117293834686
- 09/19 18:28:06: train_ones:0.04889034479856491
- 09/19 18:28:06: train_distortion:0.15500369668006897
- 09/19 18:28:06: train_loss:1.4452183246612549
- 09/19 18:28:06: ==========Train Epoch 0 Step: 809
- 09/19 18:28:06: bpp_ae: [0.419]
- 09/19 18:28:06: bpp_hyper: [0.1155]
- 09/19 18:28:06: bpp: [0.5346]
- 09/19 18:28:06: IoU: [0.6445]
- 09/19 18:30:24: train_zeros:0.03621707111597061
- 09/19 18:30:24: train_ones:0.03447907790541649
- 09/19 18:30:24: train_distortion:0.14313028752803802
- 09/19 18:30:24: train_loss:1.3702954053878784
- 09/19 18:30:25: ==========Train Epoch 0 Step: 839
- 09/19 18:30:25: bpp_ae: [0.4082]
- 09/19 18:30:25: bpp_hyper: [0.1104]
- 09/19 18:30:25: bpp: [0.5186]
- 09/19 18:30:25: IoU: [0.64]
- 09/19 18:32:44: train_zeros:0.02667495422065258
- 09/19 18:32:44: train_ones:0.03665665537118912
- 09/19 18:32:44: train_distortion:0.11668151617050171
- 09/19 18:32:44: train_loss:1.2455388307571411
- 09/19 18:32:45: ==========Train Epoch 0 Step: 869
- 09/19 18:32:45: bpp_ae: [0.409]
- 09/19 18:32:45: bpp_hyper: [0.1111]
- 09/19 18:32:45: bpp: [0.5201]
- 09/19 18:32:45: IoU: [0.6407]
- 09/19 18:35:05: train_zeros:0.04201067239046097
- 09/19 18:35:05: train_ones:0.057549964636564255
- 09/19 18:35:05: train_distortion:0.18358199298381805
- 09/19 18:35:05: train_loss:1.6130696535110474
- 09/19 18:35:05: ==========Train Epoch 0 Step: 899
- 09/19 18:35:05: bpp_ae: [0.4401]
- 09/19 18:35:05: bpp_hyper: [0.1171]
- 09/19 18:35:05: bpp: [0.5572]
- 09/19 18:35:05: IoU: [0.6594]
- 09/19 18:37:25: train_zeros:0.04072149842977524
- 09/19 18:37:25: train_ones:0.033741600811481476
- 09/19 18:37:25: train_distortion:0.1559060961008072
- 09/19 18:37:25: train_loss:1.4380658864974976
- 09/19 18:37:25: ==========Train Epoch 0 Step: 929
- 09/19 18:37:25: bpp_ae: [0.4233]
- 09/19 18:37:25: bpp_hyper: [0.1118]
- 09/19 18:37:25: bpp: [0.5351]
- 09/19 18:37:25: IoU: [0.6444]
- 09/19 18:39:47: train_zeros:0.04351407662034035
- 09/19 18:39:47: train_ones:0.04862573370337486
- 09/19 18:39:47: train_distortion:0.1791679710149765
- 09/19 18:39:47: train_loss:1.5447221994400024
- 09/19 18:39:47: ==========Train Epoch 0 Step: 959
- 09/19 18:39:47: bpp_ae: [0.4179]
- 09/19 18:39:47: bpp_hyper: [0.1126]
- 09/19 18:39:47: bpp: [0.5305]
- 09/19 18:39:47: IoU: [0.6437]
- 09/19 18:42:08: train_zeros:0.030026063323020935
- 09/19 18:42:08: train_ones:0.05561418458819389
- 09/19 18:42:08: train_distortion:0.145692378282547
- 09/19 18:42:08: train_loss:1.40523099899292
- 09/19 18:42:08: ==========Train Epoch 0 Step: 989
- 09/19 18:42:08: bpp_ae: [0.4164]
- 09/19 18:42:08: bpp_hyper: [0.1094]
- 09/19 18:42:08: bpp: [0.5258]
- 09/19 18:42:08: IoU: [0.6375]
- 09/19 18:42:56: Testing Files length:10
- 09/19 18:43:19: ==========Test Epoch 1 Step: 1
- 09/19 18:43:19: bpp_ae: [0.3217]
- 09/19 18:43:19: bpp_hyper: [0.0914]
- 09/19 18:43:19: bpp: [0.4131]
- 09/19 18:43:19: IoU: [0.6161]
- 09/19 18:43:19: ========================================
- Training Epoch: 1
- 09/19 18:43:19: alpha:6 beta:3.0
- 09/19 18:43:19: LR:[0.0001]
- 09/19 18:43:19: Training Files length:1000
- 09/19 18:45:43: train_zeros:0.03670770302414894
- 09/19 18:45:43: train_ones:0.04538661986589432
- 09/19 18:45:43: train_distortion:0.15550974011421204
- 09/19 18:45:43: train_loss:1.456346869468689
- 09/19 18:45:43: ==========Train Epoch 1 Step: 1029
- 09/19 18:45:43: bpp_ae: [0.4191]
- 09/19 18:45:43: bpp_hyper: [0.1157]
- 09/19 18:45:43: bpp: [0.5348]
- 09/19 18:45:43: IoU: [0.6438]
- 09/19 18:48:03: train_zeros:0.023143822327256203
- 09/19 18:48:03: train_ones:0.05678112059831619
- 09/19 18:48:03: train_distortion:0.12621259689331055
- 09/19 18:48:03: train_loss:1.3231096267700195
- 09/19 18:48:03: ==========Train Epoch 1 Step: 1059
- 09/19 18:48:03: bpp_ae: [0.4184]
- 09/19 18:48:03: bpp_hyper: [0.113]
- 09/19 18:48:03: bpp: [0.5314]
- 09/19 18:48:03: IoU: [0.6481]
- 09/19 18:50:21: train_zeros:0.02229025401175022
- 09/19 18:50:21: train_ones:0.06314897537231445
- 09/19 18:50:21: train_distortion:0.13001973927021027
- 09/19 18:50:21: train_loss:1.3357857465744019
- 09/19 18:50:21: ==========Train Epoch 1 Step: 1089
- 09/19 18:50:21: bpp_ae: [0.4122]
- 09/19 18:50:21: bpp_hyper: [0.1109]
- 09/19 18:50:21: bpp: [0.523]
- 09/19 18:50:21: IoU: [0.6456]
- 09/19 18:52:40: train_zeros:0.029049919918179512
- 09/19 18:52:40: train_ones:0.052426233887672424
- 09/19 18:52:40: train_distortion:0.1395759880542755
- 09/19 18:52:40: train_loss:1.3907889127731323
- 09/19 18:52:40: ==========Train Epoch 1 Step: 1119
- 09/19 18:52:40: bpp_ae: [0.419]
- 09/19 18:52:40: bpp_hyper: [0.1093]
- 09/19 18:52:40: bpp: [0.5283]
- 09/19 18:52:40: IoU: [0.6495]
- 09/19 18:54:59: train_zeros:0.027918830513954163
- 09/19 18:54:59: train_ones:0.032959192991256714
- 09/19 18:54:59: train_distortion:0.1167156845331192
- 09/19 18:54:59: train_loss:1.2350740432739258
- 09/19 18:54:59: ==========Train Epoch 1 Step: 1149
- 09/19 18:54:59: bpp_ae: [0.4233]
- 09/19 18:54:59: bpp_hyper: [0.1119]
- 09/19 18:54:59: bpp: [0.5353]
- 09/19 18:54:59: IoU: [0.6524]
- 09/19 18:57:19: train_zeros:0.052757762372493744
- 09/19 18:57:19: train_ones:0.05067860335111618
- 09/19 18:57:19: train_distortion:0.2089518904685974
- 09/19 18:57:19: train_loss:1.7264609336853027
- 09/19 18:57:19: ==========Train Epoch 1 Step: 1179
- 09/19 18:57:19: bpp_ae: [0.4051]
- 09/19 18:57:19: bpp_hyper: [0.1162]
- 09/19 18:57:19: bpp: [0.5214]
- 09/19 18:57:19: IoU: [0.6473]
- 09/19 18:59:37: train_zeros:0.031444307416677475
- 09/19 18:59:37: train_ones:0.049635421484708786
- 09/19 18:59:37: train_distortion:0.1439683437347412
- 09/19 18:59:37: train_loss:1.348243236541748
- 09/19 18:59:38: ==========Train Epoch 1 Step: 1209
- 09/19 18:59:38: bpp_ae: [0.4087]
- 09/19 18:59:38: bpp_hyper: [0.1154]
- 09/19 18:59:38: bpp: [0.5241]
- 09/19 18:59:38: IoU: [0.6606]
- 09/19 19:02:00: train_zeros:0.03101656585931778
- 09/19 19:02:00: train_ones:0.040430497378110886
- 09/19 19:02:00: train_distortion:0.13348019123077393
- 09/19 19:02:00: train_loss:1.2989578247070312
- 09/19 19:02:00: ==========Train Epoch 1 Step: 1239
- 09/19 19:02:00: bpp_ae: [0.4127]
- 09/19 19:02:00: bpp_hyper: [0.1156]
- 09/19 19:02:00: bpp: [0.5284]
- 09/19 19:02:00: IoU: [0.6534]
- 09/19 19:04:18: train_zeros:0.039694320410490036
- 09/19 19:04:18: train_ones:0.040007755160331726
- 09/19 19:04:18: train_distortion:0.15909071266651154
- 09/19 19:04:18: train_loss:1.473708152770996
- 09/19 19:04:18: ==========Train Epoch 1 Step: 1269
- 09/19 19:04:18: bpp_ae: [0.4098]
- 09/19 19:04:18: bpp_hyper: [0.1121]
- 09/19 19:04:18: bpp: [0.5219]
- 09/19 19:04:18: IoU: [0.6437]
- 09/19 19:06:36: train_zeros:0.017585117369890213
- 09/19 19:06:36: train_ones:0.05990919470787048
- 09/19 19:06:36: train_distortion:0.11266455054283142
- 09/19 19:06:36: train_loss:1.235791563987732
- 09/19 19:06:37: ==========Train Epoch 1 Step: 1299
- 09/19 19:06:37: bpp_ae: [0.4072]
- 09/19 19:06:37: bpp_hyper: [0.1158]
- 09/19 19:06:37: bpp: [0.523]
- 09/19 19:06:37: IoU: [0.6567]
- 09/19 19:08:59: train_zeros:0.03531236574053764
- 09/19 19:08:59: train_ones:0.04136863350868225
- 09/19 19:08:59: train_distortion:0.14730572700500488
- 09/19 19:08:59: train_loss:1.3936452865600586
- 09/19 19:08:59: ==========Train Epoch 1 Step: 1329
- 09/19 19:08:59: bpp_ae: [0.4046]
- 09/19 19:08:59: bpp_hyper: [0.1135]
- 09/19 19:08:59: bpp: [0.5181]
- 09/19 19:08:59: IoU: [0.6604]
- 09/19 19:11:17: train_zeros:0.03591185063123703
- 09/19 19:11:17: train_ones:0.04021591693162918
- 09/19 19:11:17: train_distortion:0.14795146882534027
- 09/19 19:11:17: train_loss:1.3934640884399414
- 09/19 19:11:17: ==========Train Epoch 1 Step: 1359
- 09/19 19:11:17: bpp_ae: [0.4032]
- 09/19 19:11:17: bpp_hyper: [0.1127]
- 09/19 19:11:17: bpp: [0.5158]
- 09/19 19:11:17: IoU: [0.655]
- 09/19 19:13:37: train_zeros:0.03944911062717438
- 09/19 19:13:37: train_ones:0.04458828270435333
- 09/19 19:13:37: train_distortion:0.16293561458587646
- 09/19 19:13:37: train_loss:1.521752953529358
- 09/19 19:13:37: ==========Train Epoch 1 Step: 1389
- 09/19 19:13:37: bpp_ae: [0.405]
- 09/19 19:13:37: bpp_hyper: [0.1101]
- 09/19 19:13:37: bpp: [0.5152]
- 09/19 19:13:37: IoU: [0.6535]
- 09/19 19:15:58: train_zeros:0.0313849076628685
- 09/19 19:15:58: train_ones:0.031911060214042664
- 09/19 19:15:58: train_distortion:0.12606579065322876
- 09/19 19:15:58: train_loss:1.3131285905838013
- 09/19 19:15:58: ==========Train Epoch 1 Step: 1419
- 09/19 19:15:58: bpp_ae: [0.4069]
- 09/19 19:15:58: bpp_hyper: [0.1135]
- 09/19 19:15:58: bpp: [0.5203]
- 09/19 19:15:58: IoU: [0.6482]
- 09/19 19:18:17: train_zeros:0.03008456528186798
- 09/19 19:18:17: train_ones:0.044529978185892105
- 09/19 19:18:17: train_distortion:0.13478367030620575
- 09/19 19:18:17: train_loss:1.3107630014419556
- 09/19 19:18:17: ==========Train Epoch 1 Step: 1449
- 09/19 19:18:17: bpp_ae: [0.4028]
- 09/19 19:18:17: bpp_hyper: [0.114]
- 09/19 19:18:17: bpp: [0.5169]
- 09/19 19:18:17: IoU: [0.6534]
- 09/19 19:20:35: train_zeros:0.030039165169000626
- 09/19 19:20:35: train_ones:0.04890749230980873
- 09/19 19:20:35: train_distortion:0.1390249878168106
- 09/19 19:20:35: train_loss:1.3310205936431885
- 09/19 19:20:35: ==========Train Epoch 1 Step: 1479
- 09/19 19:20:35: bpp_ae: [0.3981]
- 09/19 19:20:35: bpp_hyper: [0.1116]
- 09/19 19:20:35: bpp: [0.5097]
- 09/19 19:20:35: IoU: [0.6524]
- 09/19 19:22:54: train_zeros:0.031027890741825104
- 09/19 19:22:54: train_ones:0.041113585233688354
- 09/19 19:22:54: train_distortion:0.13419726490974426
- 09/19 19:22:54: train_loss:1.3527555465698242
- 09/19 19:22:54: ==========Train Epoch 1 Step: 1509
- 09/19 19:22:54: bpp_ae: [0.4007]
- 09/19 19:22:54: bpp_hyper: [0.1118]
- 09/19 19:22:54: bpp: [0.5124]
- 09/19 19:22:54: IoU: [0.6578]
- 09/19 19:25:16: train_zeros:0.03823419660329819
- 09/19 19:25:16: train_ones:0.05090990662574768
- 09/19 19:25:16: train_distortion:0.16561248898506165
- 09/19 19:25:16: train_loss:1.4918346405029297
- 09/19 19:25:16: ==========Train Epoch 1 Step: 1539
- 09/19 19:25:16: bpp_ae: [0.3996]
- 09/19 19:25:16: bpp_hyper: [0.1104]
- 09/19 19:25:16: bpp: [0.5099]
- 09/19 19:25:16: IoU: [0.6454]
- 09/19 19:27:34: train_zeros:0.03267265856266022
- 09/19 19:27:34: train_ones:0.05549504607915878
- 09/19 19:27:34: train_distortion:0.15351301431655884
- 09/19 19:27:34: train_loss:1.4456090927124023
- 09/19 19:27:34: ==========Train Epoch 1 Step: 1569
- 09/19 19:27:34: bpp_ae: [0.4016]
- 09/19 19:27:34: bpp_hyper: [0.1115]
- 09/19 19:27:34: bpp: [0.5131]
- 09/19 19:27:34: IoU: [0.6572]
- 09/19 19:29:54: train_zeros:0.036770567297935486
- 09/19 19:29:54: train_ones:0.06535708904266357
- 09/19 19:29:54: train_distortion:0.17566879093647003
- 09/19 19:29:54: train_loss:1.5550603866577148
- 09/19 19:29:54: ==========Train Epoch 1 Step: 1599
- 09/19 19:29:54: bpp_ae: [0.4014]
- 09/19 19:29:54: bpp_hyper: [0.1096]
- 09/19 19:29:54: bpp: [0.511]
- 09/19 19:29:54: IoU: [0.6498]
- 09/19 19:32:15: train_zeros:0.030073009431362152
- 09/19 19:32:15: train_ones:0.03491630032658577
- 09/19 19:32:15: train_distortion:0.12513533234596252
- 09/19 19:32:15: train_loss:1.2923235893249512
- 09/19 19:32:15: ==========Train Epoch 1 Step: 1629
- 09/19 19:32:15: bpp_ae: [0.3976]
- 09/19 19:32:15: bpp_hyper: [0.1139]
- 09/19 19:32:15: bpp: [0.5114]
- 09/19 19:32:15: IoU: [0.6568]
- 09/19 19:34:37: train_zeros:0.03244062513113022
- 09/19 19:34:37: train_ones:0.060409754514694214
- 09/19 19:34:37: train_distortion:0.15773162245750427
- 09/19 19:34:37: train_loss:1.4398123025894165
- 09/19 19:34:37: ==========Train Epoch 1 Step: 1659
- 09/19 19:34:37: bpp_ae: [0.3887]
- 09/19 19:34:37: bpp_hyper: [0.1151]
- 09/19 19:34:37: bpp: [0.5038]
- 09/19 19:34:37: IoU: [0.6519]
- 09/19 19:36:58: train_zeros:0.03384097293019295
- 09/19 19:36:58: train_ones:0.036446232348680496
- 09/19 19:36:58: train_distortion:0.13796915113925934
- 09/19 19:36:58: train_loss:1.34621000289917
- 09/19 19:36:58: ==========Train Epoch 1 Step: 1689
- 09/19 19:36:58: bpp_ae: [0.4052]
- 09/19 19:36:58: bpp_hyper: [0.1138]
- 09/19 19:36:58: bpp: [0.519]
- 09/19 19:36:58: IoU: [0.6483]
- 09/19 19:39:19: train_zeros:0.025104930624365807
- 09/19 19:39:19: train_ones:0.028814589604735374
- 09/19 19:39:19: train_distortion:0.1041293814778328
- 09/19 19:39:19: train_loss:1.1407959461212158
- 09/19 19:39:20: ==========Train Epoch 1 Step: 1719
- 09/19 19:39:20: bpp_ae: [0.3988]
- 09/19 19:39:20: bpp_hyper: [0.1186]
- 09/19 19:39:20: bpp: [0.5175]
- 09/19 19:39:20: IoU: [0.6507]
- 09/19 19:41:39: train_zeros:0.046100158244371414
- 09/19 19:41:39: train_ones:0.049690328538417816
- 09/19 19:41:39: train_distortion:0.18799081444740295
- 09/19 19:41:39: train_loss:1.678262710571289
- 09/19 19:41:40: ==========Train Epoch 1 Step: 1749
- 09/19 19:41:40: bpp_ae: [0.4177]
- 09/19 19:41:40: bpp_hyper: [0.1093]
- 09/19 19:41:40: bpp: [0.527]
- 09/19 19:41:40: IoU: [0.6445]
- 09/19 19:43:59: train_zeros:0.03652394562959671
- 09/19 19:43:59: train_ones:0.054189104586839676
- 09/19 19:43:59: train_distortion:0.1637609452009201
- 09/19 19:43:59: train_loss:1.4896323680877686
- 09/19 19:44:00: ==========Train Epoch 1 Step: 1779
- 09/19 19:44:00: bpp_ae: [0.4014]
- 09/19 19:44:00: bpp_hyper: [0.1118]
- 09/19 19:44:00: bpp: [0.5132]
- 09/19 19:44:00: IoU: [0.647]
- 09/19 19:46:19: train_zeros:0.03904939070343971
- 09/19 19:46:19: train_ones:0.04585583880543709
- 09/19 19:46:19: train_distortion:0.16300401091575623
- 09/19 19:46:19: train_loss:1.4876782894134521
- 09/19 19:46:19: ==========Train Epoch 1 Step: 1809
- 09/19 19:46:19: bpp_ae: [0.3906]
- 09/19 19:46:19: bpp_hyper: [0.1138]
- 09/19 19:46:19: bpp: [0.5044]
- 09/19 19:46:19: IoU: [0.6551]
- 09/19 19:48:39: train_zeros:0.03372040018439293
- 09/19 19:48:39: train_ones:0.0485893189907074
- 09/19 19:48:39: train_distortion:0.1497505158185959
- 09/19 19:48:39: train_loss:1.431193232536316
- 09/19 19:48:40: ==========Train Epoch 1 Step: 1839
- 09/19 19:48:40: bpp_ae: [0.3875]
- 09/19 19:48:40: bpp_hyper: [0.111]
- 09/19 19:48:40: bpp: [0.4985]
- 09/19 19:48:40: IoU: [0.6518]
- 09/19 19:50:59: train_zeros:0.03436833620071411
- 09/19 19:50:59: train_ones:0.04805953800678253
- 09/19 19:50:59: train_distortion:0.15116454660892487
- 09/19 19:50:59: train_loss:1.4405381679534912
- 09/19 19:50:59: ==========Train Epoch 1 Step: 1869
- 09/19 19:50:59: bpp_ae: [0.3997]
- 09/19 19:50:59: bpp_hyper: [0.1139]
- 09/19 19:50:59: bpp: [0.5136]
- 09/19 19:50:59: IoU: [0.6631]
- 09/19 19:53:17: train_zeros:0.02773464098572731
- 09/19 19:53:17: train_ones:0.050436832010746
- 09/19 19:53:17: train_distortion:0.13364076614379883
- 09/19 19:53:17: train_loss:1.3173670768737793
- 09/19 19:53:17: ==========Train Epoch 1 Step: 1899
- 09/19 19:53:17: bpp_ae: [0.4082]
- 09/19 19:53:17: bpp_hyper: [0.1121]
- 09/19 19:53:17: bpp: [0.5203]
- 09/19 19:53:17: IoU: [0.6578]
- 09/19 19:55:38: train_zeros:0.025636784732341766
- 09/19 19:55:38: train_ones:0.046565692871809006
- 09/19 19:55:38: train_distortion:0.123476043343544
- 09/19 19:55:38: train_loss:1.2766225337982178
- 09/19 19:55:39: ==========Train Epoch 1 Step: 1929
- 09/19 19:55:39: bpp_ae: [0.3987]
- 09/19 19:55:39: bpp_hyper: [0.1114]
- 09/19 19:55:39: bpp: [0.5102]
- 09/19 19:55:39: IoU: [0.6578]
- 09/19 19:57:58: train_zeros:0.0369318388402462
- 09/19 19:57:58: train_ones:0.038087282329797745
- 09/19 19:57:58: train_distortion:0.14888279139995575
- 09/19 19:57:58: train_loss:1.3818506002426147
- 09/19 19:57:58: ==========Train Epoch 1 Step: 1959
- 09/19 19:57:58: bpp_ae: [0.399]
- 09/19 19:57:58: bpp_hyper: [0.1097]
- 09/19 19:57:58: bpp: [0.5087]
- 09/19 19:57:58: IoU: [0.6583]
- 09/19 20:00:17: train_zeros:0.03324583172798157
- 09/19 20:00:17: train_ones:0.041903264820575714
- 09/19 20:00:17: train_distortion:0.14164075255393982
- 09/19 20:00:17: train_loss:1.358886957168579
- 09/19 20:00:17: ==========Train Epoch 1 Step: 1989
- 09/19 20:00:17: bpp_ae: [0.3985]
- 09/19 20:00:17: bpp_hyper: [0.1114]
- 09/19 20:00:17: bpp: [0.5099]
- 09/19 20:00:17: IoU: [0.6544]
- 09/19 20:01:04: Testing Files length:10
- 09/19 20:01:20: ==========Test Epoch 2 Step: 2
- 09/19 20:01:20: bpp_ae: [0.3224]
- 09/19 20:01:20: bpp_hyper: [0.0952]
- 09/19 20:01:20: bpp: [0.4176]
- 09/19 20:01:20: IoU: [0.6372]
- 09/19 20:01:20: ========================================
- Training Epoch: 2
- 09/19 20:01:20: alpha:6 beta:3.0
- 09/19 20:01:20: LR:[5e-05]
- 09/19 20:01:20: Training Files length:1000
- 09/19 20:03:42: train_zeros:0.0296194888651371
- 09/19 20:03:42: train_ones:0.051307953894138336
- 09/19 20:03:42: train_distortion:0.14016643166542053
- 09/19 20:03:42: train_loss:1.3558685779571533
- 09/19 20:03:42: ==========Train Epoch 2 Step: 2029
- 09/19 20:03:42: bpp_ae: [0.3907]
- 09/19 20:03:42: bpp_hyper: [0.1134]
- 09/19 20:03:42: bpp: [0.5041]
- 09/19 20:03:42: IoU: [0.6516]
- 09/19 20:06:02: train_zeros:0.03168857470154762
- 09/19 20:06:02: train_ones:0.04001999646425247
- 09/19 20:06:02: train_distortion:0.13508573174476624
- 09/19 20:06:02: train_loss:1.3323767185211182
- 09/19 20:06:02: ==========Train Epoch 2 Step: 2059
- 09/19 20:06:02: bpp_ae: [0.3912]
- 09/19 20:06:02: bpp_hyper: [0.1145]
- 09/19 20:06:02: bpp: [0.5057]
- 09/19 20:06:02: IoU: [0.6561]
- 09/19 20:08:20: train_zeros:0.03160502761602402
- 09/19 20:08:20: train_ones:0.0455954410135746
- 09/19 20:08:20: train_distortion:0.14041052758693695
- 09/19 20:08:20: train_loss:1.3593164682388306
- 09/19 20:08:21: ==========Train Epoch 2 Step: 2089
- 09/19 20:08:21: bpp_ae: [0.3849]
- 09/19 20:08:21: bpp_hyper: [0.1145]
- 09/19 20:08:21: bpp: [0.4994]
- 09/19 20:08:21: IoU: [0.6579]
- 09/19 20:10:39: train_zeros:0.031271811574697495
- 09/19 20:10:39: train_ones:0.045055121183395386
- 09/19 20:10:39: train_distortion:0.13887055218219757
- 09/19 20:10:39: train_loss:1.2952390909194946
- 09/19 20:10:40: ==========Train Epoch 2 Step: 2119
- 09/19 20:10:40: bpp_ae: [0.3833]
- 09/19 20:10:40: bpp_hyper: [0.1109]
- 09/19 20:10:40: bpp: [0.4942]
- 09/19 20:10:40: IoU: [0.6484]
- 09/19 20:12:59: train_zeros:0.025864506140351295
- 09/19 20:12:59: train_ones:0.03189410641789436
- 09/19 20:12:59: train_distortion:0.1094876229763031
- 09/19 20:12:59: train_loss:1.2074575424194336
- 09/19 20:13:00: ==========Train Epoch 2 Step: 2149
- 09/19 20:13:00: bpp_ae: [0.3842]
- 09/19 20:13:00: bpp_hyper: [0.1111]
- 09/19 20:13:00: bpp: [0.4953]
- 09/19 20:13:00: IoU: [0.6569]
- 09/19 20:15:18: train_zeros:0.03191294148564339
- 09/19 20:15:18: train_ones:0.04743564873933792
- 09/19 20:15:18: train_distortion:0.14317446947097778
- 09/19 20:15:18: train_loss:1.36162269115448
- 09/19 20:15:18: ==========Train Epoch 2 Step: 2179
- 09/19 20:15:18: bpp_ae: [0.3916]
- 09/19 20:15:18: bpp_hyper: [0.1138]
- 09/19 20:15:18: bpp: [0.5054]
- 09/19 20:15:18: IoU: [0.6539]
- 09/19 20:17:36: train_zeros:0.03298776224255562
- 09/19 20:17:36: train_ones:0.04871634393930435
- 09/19 20:17:36: train_distortion:0.1476796269416809
- 09/19 20:17:36: train_loss:1.37324059009552
- 09/19 20:17:37: ==========Train Epoch 2 Step: 2209
- 09/19 20:17:37: bpp_ae: [0.3937]
- 09/19 20:17:37: bpp_hyper: [0.1125]
- 09/19 20:17:37: bpp: [0.5063]
- 09/19 20:17:37: IoU: [0.6628]
- 09/19 20:20:00: train_zeros:0.02447878196835518
- 09/19 20:20:00: train_ones:0.03928419575095177
- 09/19 20:20:00: train_distortion:0.1127205491065979
- 09/19 20:20:00: train_loss:1.2363027334213257
- 09/19 20:20:00: ==========Train Epoch 2 Step: 2239
- 09/19 20:20:00: bpp_ae: [0.391]
- 09/19 20:20:00: bpp_hyper: [0.1159]
- 09/19 20:20:00: bpp: [0.5069]
- 09/19 20:20:00: IoU: [0.6564]
- 09/19 20:22:23: train_zeros:0.03352741152048111
- 09/19 20:22:23: train_ones:0.039097853004932404
- 09/19 20:22:23: train_distortion:0.13968008756637573
- 09/19 20:22:23: train_loss:1.3243838548660278
- 09/19 20:22:23: ==========Train Epoch 2 Step: 2269
- 09/19 20:22:23: bpp_ae: [0.4551]
- 09/19 20:22:23: bpp_hyper: [0.1217]
- 09/19 20:22:23: bpp: [0.5769]
- 09/19 20:22:23: IoU: [0.6461]
- 09/19 20:24:44: train_zeros:0.03762879967689514
- 09/19 20:24:44: train_ones:0.05047941207885742
- 09/19 20:24:44: train_distortion:0.16336581110954285
- 09/19 20:24:44: train_loss:1.507132649421692
- 09/19 20:24:44: ==========Train Epoch 2 Step: 2299
- 09/19 20:24:44: bpp_ae: [0.4141]
- 09/19 20:24:44: bpp_hyper: [0.1184]
- 09/19 20:24:44: bpp: [0.5325]
- 09/19 20:24:44: IoU: [0.6518]
- 09/19 20:27:05: train_zeros:0.022276315838098526
- 09/19 20:27:05: train_ones:0.046327393501996994
- 09/19 20:27:05: train_distortion:0.11315634846687317
- 09/19 20:27:05: train_loss:1.199065089225769
- 09/19 20:27:05: ==========Train Epoch 2 Step: 2329
- 09/19 20:27:05: bpp_ae: [0.4092]
- 09/19 20:27:05: bpp_hyper: [0.1111]
- 09/19 20:27:05: bpp: [0.5203]
- 09/19 20:27:05: IoU: [0.6457]
- 09/19 20:29:25: train_zeros:0.0475703626871109
- 09/19 20:29:25: train_ones:0.04242628812789917
- 09/19 20:29:25: train_distortion:0.18513737618923187
- 09/19 20:29:25: train_loss:1.5817042589187622
- 09/19 20:29:25: ==========Train Epoch 2 Step: 2359
- 09/19 20:29:25: bpp_ae: [0.3905]
- 09/19 20:29:25: bpp_hyper: [0.112]
- 09/19 20:29:25: bpp: [0.5026]
- 09/19 20:29:25: IoU: [0.656]
- 09/19 20:31:48: train_zeros:0.032198723405599594
- 09/19 20:31:48: train_ones:0.06393038481473923
- 09/19 20:31:48: train_distortion:0.16052654385566711
- 09/19 20:31:48: train_loss:1.4890480041503906
- 09/19 20:31:48: ==========Train Epoch 2 Step: 2389
- 09/19 20:31:48: bpp_ae: [0.3938]
- 09/19 20:31:48: bpp_hyper: [0.1138]
- 09/19 20:31:48: bpp: [0.5076]
- 09/19 20:31:48: IoU: [0.6485]
- 09/19 20:34:08: train_zeros:0.04831841215491295
- 09/19 20:34:08: train_ones:0.04347303882241249
- 09/19 20:34:08: train_distortion:0.18842826783657074
- 09/19 20:34:08: train_loss:1.62799072265625
- 09/19 20:34:08: ==========Train Epoch 2 Step: 2419
- 09/19 20:34:08: bpp_ae: [0.3917]
- 09/19 20:34:08: bpp_hyper: [0.1166]
- 09/19 20:34:08: bpp: [0.5083]
- 09/19 20:34:08: IoU: [0.662]
- 09/19 20:36:27: train_zeros:0.02955380454659462
- 09/19 20:36:27: train_ones:0.04502880200743675
- 09/19 20:36:27: train_distortion:0.1336902230978012
- 09/19 20:36:27: train_loss:1.3045415878295898
- 09/19 20:36:27: ==========Train Epoch 2 Step: 2449
- 09/19 20:36:27: bpp_ae: [0.3819]
- 09/19 20:36:27: bpp_hyper: [0.1102]
- 09/19 20:36:27: bpp: [0.4921]
- 09/19 20:36:27: IoU: [0.6516]
- 09/19 20:38:45: train_zeros:0.04509079083800316
- 09/19 20:38:45: train_ones:0.05769633501768112
- 09/19 20:38:45: train_distortion:0.1929686963558197
- 09/19 20:38:45: train_loss:1.662050485610962
- 09/19 20:38:45: ==========Train Epoch 2 Step: 2479
- 09/19 20:38:45: bpp_ae: [0.3911]
- 09/19 20:38:45: bpp_hyper: [0.1115]
- 09/19 20:38:45: bpp: [0.5027]
- 09/19 20:38:45: IoU: [0.6414]
- 09/19 20:41:06: train_zeros:0.04331237077713013
- 09/19 20:41:06: train_ones:0.04789796471595764
- 09/19 20:41:06: train_distortion:0.17783507704734802
- 09/19 20:41:06: train_loss:1.5606439113616943
- 09/19 20:41:06: ==========Train Epoch 2 Step: 2509
- 09/19 20:41:06: bpp_ae: [0.3847]
- 09/19 20:41:06: bpp_hyper: [0.1123]
- 09/19 20:41:06: bpp: [0.497]
- 09/19 20:41:06: IoU: [0.6578]
- 09/19 20:43:25: train_zeros:0.04621070623397827
- 09/19 20:43:25: train_ones:0.04419340938329697
- 09/19 20:43:25: train_distortion:0.18282553553581238
- 09/19 20:43:25: train_loss:1.579203486442566
- 09/19 20:43:25: ==========Train Epoch 2 Step: 2539
- 09/19 20:43:25: bpp_ae: [0.3814]
- 09/19 20:43:25: bpp_hyper: [0.1126]
- 09/19 20:43:25: bpp: [0.494]
- 09/19 20:43:25: IoU: [0.6516]
- 09/19 20:45:43: train_zeros:0.04451996833086014
- 09/19 20:45:43: train_ones:0.04705057293176651
- 09/19 20:45:43: train_distortion:0.18061047792434692
- 09/19 20:45:43: train_loss:1.5406697988510132
- 09/19 20:45:43: ==========Train Epoch 2 Step: 2569
- 09/19 20:45:43: bpp_ae: [0.3925]
- 09/19 20:45:43: bpp_hyper: [0.1139]
- 09/19 20:45:43: bpp: [0.5064]
- 09/19 20:45:43: IoU: [0.6672]
- 09/19 20:48:04: train_zeros:0.02684219926595688
- 09/19 20:48:04: train_ones:0.044736217707395554
- 09/19 20:48:04: train_distortion:0.1252628117799759
- 09/19 20:48:04: train_loss:1.2446796894073486
- 09/19 20:48:04: ==========Train Epoch 2 Step: 2599
- 09/19 20:48:04: bpp_ae: [0.3959]
- 09/19 20:48:04: bpp_hyper: [0.1126]
- 09/19 20:48:04: bpp: [0.5085]
- 09/19 20:48:04: IoU: [0.6593]
- 09/19 20:50:25: train_zeros:0.03225444257259369
- 09/19 20:50:25: train_ones:0.054662320762872696
- 09/19 20:50:25: train_distortion:0.15142564475536346
- 09/19 20:50:25: train_loss:1.3884481191635132
- 09/19 20:50:25: ==========Train Epoch 2 Step: 2629
- 09/19 20:50:25: bpp_ae: [0.3905]
- 09/19 20:50:25: bpp_hyper: [0.1112]
- 09/19 20:50:25: bpp: [0.5017]
- 09/19 20:50:25: IoU: [0.657]
- 09/19 20:52:45: train_zeros:0.032901618629693985
- 09/19 20:52:45: train_ones:0.05435475707054138
- 09/19 20:52:45: train_distortion:0.15305961668491364
- 09/19 20:52:45: train_loss:1.4186521768569946
- 09/19 20:52:45: ==========Train Epoch 2 Step: 2659
- 09/19 20:52:45: bpp_ae: [0.3911]
- 09/19 20:52:45: bpp_hyper: [0.1135]
- 09/19 20:52:45: bpp: [0.5046]
- 09/19 20:52:45: IoU: [0.6646]
- 09/19 20:55:04: train_zeros:0.029528751969337463
- 09/19 20:55:04: train_ones:0.0425051674246788
- 09/19 20:55:04: train_distortion:0.1310914158821106
- 09/19 20:55:04: train_loss:1.3450990915298462
- 09/19 20:55:05: ==========Train Epoch 2 Step: 2689
- 09/19 20:55:05: bpp_ae: [0.3902]
- 09/19 20:55:05: bpp_hyper: [0.1113]
- 09/19 20:55:05: bpp: [0.5015]
- 09/19 20:55:05: IoU: [0.658]
- 09/19 20:57:23: train_zeros:0.043506354093551636
- 09/19 20:57:23: train_ones:0.057186804711818695
- 09/19 20:57:23: train_distortion:0.1877058744430542
- 09/19 20:57:23: train_loss:1.625839114189148
- 09/19 20:57:23: ==========Train Epoch 2 Step: 2719
- 09/19 20:57:23: bpp_ae: [0.3891]
- 09/19 20:57:23: bpp_hyper: [0.116]
- 09/19 20:57:23: bpp: [0.5051]
- 09/19 20:57:23: IoU: [0.6546]
- 09/19 20:59:44: train_zeros:0.027371272444725037
- 09/19 20:59:44: train_ones:0.04547411948442459
- 09/19 20:59:44: train_distortion:0.1275879442691803
- 09/19 20:59:44: train_loss:1.259781002998352
- 09/19 20:59:44: ==========Train Epoch 2 Step: 2749
- 09/19 20:59:44: bpp_ae: [0.3877]
- 09/19 20:59:44: bpp_hyper: [0.1113]
- 09/19 20:59:44: bpp: [0.499]
- 09/19 20:59:44: IoU: [0.6629]
- 09/19 21:02:03: train_zeros:0.03216339647769928
- 09/19 21:02:03: train_ones:0.056349627673625946
- 09/19 21:02:03: train_distortion:0.1528398096561432
- 09/19 21:02:03: train_loss:1.389654517173767
- 09/19 21:02:03: ==========Train Epoch 2 Step: 2779
- 09/19 21:02:03: bpp_ae: [0.3889]
- 09/19 21:02:03: bpp_hyper: [0.1108]
- 09/19 21:02:03: bpp: [0.4997]
- 09/19 21:02:03: IoU: [0.6572]
- 09/19 21:04:21: train_zeros:0.05119902268052101
- 09/19 21:04:21: train_ones:0.054514553397893906
- 09/19 21:04:21: train_distortion:0.20811162889003754
- 09/19 21:04:21: train_loss:1.7252495288848877
- 09/19 21:04:22: ==========Train Epoch 2 Step: 2809
- 09/19 21:04:22: bpp_ae: [0.3887]
- 09/19 21:04:22: bpp_hyper: [0.1125]
- 09/19 21:04:22: bpp: [0.5012]
- 09/19 21:04:22: IoU: [0.6618]
- 09/19 21:06:41: train_zeros:0.025268802419304848
- 09/19 21:06:41: train_ones:0.04341941326856613
- 09/19 21:06:41: train_distortion:0.11922582238912582
- 09/19 21:06:41: train_loss:1.214487910270691
- 09/19 21:06:42: ==========Train Epoch 2 Step: 2839
- 09/19 21:06:42: bpp_ae: [0.3932]
- 09/19 21:06:42: bpp_hyper: [0.1147]
- 09/19 21:06:42: bpp: [0.5079]
- 09/19 21:06:42: IoU: [0.6581]
- 09/19 21:09:01: train_zeros:0.033186424523591995
- 09/19 21:09:01: train_ones:0.05299217998981476
- 09/19 21:09:01: train_distortion:0.15255145728588104
- 09/19 21:09:01: train_loss:1.4383924007415771
- 09/19 21:09:01: ==========Train Epoch 2 Step: 2869
- 09/19 21:09:01: bpp_ae: [0.3921]
- 09/19 21:09:01: bpp_hyper: [0.111]
- 09/19 21:09:01: bpp: [0.5032]
- 09/19 21:09:01: IoU: [0.6662]
- 09/19 21:11:21: train_zeros:0.0385344922542572
- 09/19 21:11:21: train_ones:0.04991540312767029
- 09/19 21:11:21: train_distortion:0.1655188798904419
- 09/19 21:11:21: train_loss:1.4705990552902222
- 09/19 21:11:21: ==========Train Epoch 2 Step: 2899
- 09/19 21:11:21: bpp_ae: [0.3889]
- 09/19 21:11:21: bpp_hyper: [0.111]
- 09/19 21:11:21: bpp: [0.4999]
- 09/19 21:11:21: IoU: [0.6602]
- 09/19 21:13:39: train_zeros:0.019776932895183563
- 09/19 21:13:39: train_ones:0.05001838505268097
- 09/19 21:13:39: train_distortion:0.10934918373823166
- 09/19 21:13:39: train_loss:1.1958335638046265
- 09/19 21:13:40: ==========Train Epoch 2 Step: 2929
- 09/19 21:13:40: bpp_ae: [0.3955]
- 09/19 21:13:40: bpp_hyper: [0.115]
- 09/19 21:13:40: bpp: [0.5105]
- 09/19 21:13:40: IoU: [0.6568]
- 09/19 21:15:58: train_zeros:0.022720186039805412
- 09/19 21:15:58: train_ones:0.03313088044524193
- 09/19 21:15:58: train_distortion:0.10129143297672272
- 09/19 21:15:58: train_loss:1.1281160116195679
- 09/19 21:15:58: ==========Train Epoch 2 Step: 2959
- 09/19 21:15:58: bpp_ae: [0.3905]
- 09/19 21:15:58: bpp_hyper: [0.1143]
- 09/19 21:15:58: bpp: [0.5047]
- 09/19 21:15:58: IoU: [0.6477]
- 09/19 21:18:21: train_zeros:0.025905460119247437
- 09/19 21:18:21: train_ones:0.04361777752637863
- 09/19 21:18:21: train_distortion:0.12133415788412094
- 09/19 21:18:21: train_loss:1.264076590538025
- 09/19 21:18:21: ==========Train Epoch 2 Step: 2989
- 09/19 21:18:21: bpp_ae: [0.3842]
- 09/19 21:18:21: bpp_hyper: [0.1103]
- 09/19 21:18:21: bpp: [0.4946]
- 09/19 21:18:21: IoU: [0.6701]
- 09/19 21:19:09: Testing Files length:10
- 09/19 21:19:27: ==========Test Epoch 3 Step: 3
- 09/19 21:19:27: bpp_ae: [0.3147]
- 09/19 21:19:27: bpp_hyper: [0.0927]
- 09/19 21:19:27: bpp: [0.4074]
- 09/19 21:19:27: IoU: [0.6501]
- 09/19 21:19:27: ========================================
- Training Epoch: 3
- 09/19 21:19:27: alpha:6 beta:3.0
- 09/19 21:19:27: LR:[2.5e-05]
- 09/19 21:19:27: Training Files length:1000
- 09/19 21:21:54: train_zeros:0.029164647683501244
- 09/19 21:21:54: train_ones:0.05724901705980301
- 09/19 21:21:54: train_distortion:0.1447429656982422
- 09/19 21:21:54: train_loss:1.3761066198349
- 09/19 21:21:54: ==========Train Epoch 3 Step: 3029
- 09/19 21:21:54: bpp_ae: [0.3825]
- 09/19 21:21:54: bpp_hyper: [0.1124]
- 09/19 21:21:54: bpp: [0.4949]
- 09/19 21:21:54: IoU: [0.6611]
- 09/19 21:24:14: train_zeros:0.03380155190825462
- 09/19 21:24:14: train_ones:0.04456118494272232
- 09/19 21:24:14: train_distortion:0.1459658443927765
- 09/19 21:24:14: train_loss:1.3702778816223145
- 09/19 21:24:14: ==========Train Epoch 3 Step: 3059
- 09/19 21:24:14: bpp_ae: [0.3867]
- 09/19 21:24:14: bpp_hyper: [0.1119]
- 09/19 21:24:14: bpp: [0.4986]
- 09/19 21:24:14: IoU: [0.6583]
- 09/19 21:26:35: train_zeros:0.036047447472810745
- 09/19 21:26:35: train_ones:0.05085791274905205
- 09/19 21:26:35: train_distortion:0.15900026261806488
- 09/19 21:26:35: train_loss:1.4523353576660156
- 09/19 21:26:35: ==========Train Epoch 3 Step: 3089
- 09/19 21:26:35: bpp_ae: [0.3774]
- 09/19 21:26:35: bpp_hyper: [0.1115]
- 09/19 21:26:35: bpp: [0.489]
- 09/19 21:26:35: IoU: [0.6665]
- 09/19 21:28:55: train_zeros:0.024799441918730736
- 09/19 21:28:55: train_ones:0.05056006461381912
- 09/19 21:28:55: train_distortion:0.12495838850736618
- 09/19 21:28:55: train_loss:1.2562460899353027
- 09/19 21:28:55: ==========Train Epoch 3 Step: 3119
- 09/19 21:28:55: bpp_ae: [0.3819]
- 09/19 21:28:55: bpp_hyper: [0.1136]
- 09/19 21:28:55: bpp: [0.4954]
- 09/19 21:28:55: IoU: [0.6567]
- 09/19 21:31:14: train_zeros:0.02107192389667034
- 09/19 21:31:14: train_ones:0.050806961953639984
- 09/19 21:31:14: train_distortion:0.11402273178100586
- 09/19 21:31:14: train_loss:1.1881797313690186
- 09/19 21:31:15: ==========Train Epoch 3 Step: 3149
- 09/19 21:31:15: bpp_ae: [0.389]
- 09/19 21:31:15: bpp_hyper: [0.1138]
- 09/19 21:31:15: bpp: [0.5027]
- 09/19 21:31:15: IoU: [0.6585]
- 09/19 21:33:35: train_zeros:0.05157763510942459
- 09/19 21:33:35: train_ones:0.04678313806653023
- 09/19 21:33:35: train_distortion:0.2015160471200943
- 09/19 21:33:35: train_loss:1.676039457321167
- 09/19 21:33:36: ==========Train Epoch 3 Step: 3179
- 09/19 21:33:36: bpp_ae: [0.3817]
- 09/19 21:33:36: bpp_hyper: [0.1139]
- 09/19 21:33:36: bpp: [0.4956]
- 09/19 21:33:36: IoU: [0.6528]
- 09/19 21:35:55: train_zeros:0.037748102098703384
- 09/19 21:35:55: train_ones:0.040536653250455856
- 09/19 21:35:55: train_distortion:0.1537809669971466
- 09/19 21:35:55: train_loss:1.3908979892730713
- 09/19 21:35:55: ==========Train Epoch 3 Step: 3209
- 09/19 21:35:55: bpp_ae: [0.3845]
- 09/19 21:35:55: bpp_hyper: [0.1127]
- 09/19 21:35:55: bpp: [0.4972]
- 09/19 21:35:55: IoU: [0.6613]
- 09/19 21:38:13: train_zeros:0.03144298493862152
- 09/19 21:38:13: train_ones:0.04664456471800804
- 09/19 21:38:13: train_distortion:0.1409735232591629
- 09/19 21:38:13: train_loss:1.3275240659713745
- 09/19 21:38:14: ==========Train Epoch 3 Step: 3239
- 09/19 21:38:14: bpp_ae: [0.3826]
- 09/19 21:38:14: bpp_hyper: [0.113]
- 09/19 21:38:14: bpp: [0.4956]
- 09/19 21:38:14: IoU: [0.6554]
- 09/19 21:40:33: train_zeros:0.029177572578191757
- 09/19 21:40:33: train_ones:0.04752812907099724
- 09/19 21:40:33: train_distortion:0.1350608468055725
- 09/19 21:40:33: train_loss:1.3155375719070435
- 09/19 21:40:33: ==========Train Epoch 3 Step: 3269
- 09/19 21:40:33: bpp_ae: [0.3816]
- 09/19 21:40:33: bpp_hyper: [0.1104]
- 09/19 21:40:33: bpp: [0.492]
- 09/19 21:40:33: IoU: [0.6601]
- 09/19 21:42:54: train_zeros:0.06548506021499634
- 09/19 21:42:54: train_ones:0.06272309273481369
- 09/19 21:42:54: train_distortion:0.2591782808303833
- 09/19 21:42:54: train_loss:2.0214457511901855
- 09/19 21:42:54: ==========Train Epoch 3 Step: 3299
- 09/19 21:42:54: bpp_ae: [0.3854]
- 09/19 21:42:54: bpp_hyper: [0.1127]
- 09/19 21:42:54: bpp: [0.4981]
- 09/19 21:42:54: IoU: [0.6557]
- 09/19 21:45:15: train_zeros:0.03637896105647087
- 09/19 21:45:15: train_ones:0.05142926797270775
- 09/19 21:45:15: train_distortion:0.16056615114212036
- 09/19 21:45:15: train_loss:1.4870851039886475
- 09/19 21:45:15: ==========Train Epoch 3 Step: 3329
- 09/19 21:45:15: bpp_ae: [0.3886]
- 09/19 21:45:15: bpp_hyper: [0.1145]
- 09/19 21:45:15: bpp: [0.5031]
- 09/19 21:45:15: IoU: [0.655]
- 09/19 21:47:33: train_zeros:0.03926219791173935
- 09/19 21:47:33: train_ones:0.03503881022334099
- 09/19 21:47:33: train_distortion:0.15282540023326874
- 09/19 21:47:33: train_loss:1.4051971435546875
- 09/19 21:47:33: ==========Train Epoch 3 Step: 3359
- 09/19 21:47:33: bpp_ae: [0.3874]
- 09/19 21:47:33: bpp_hyper: [0.1158]
- 09/19 21:47:33: bpp: [0.5032]
- 09/19 21:47:33: IoU: [0.6584]
- 09/19 21:49:54: train_zeros:0.0331890843808651
- 09/19 21:49:54: train_ones:0.03557850420475006
- 09/19 21:49:54: train_distortion:0.13514575362205505
- 09/19 21:49:54: train_loss:1.313749074935913
- 09/19 21:49:55: ==========Train Epoch 3 Step: 3389
- 09/19 21:49:55: bpp_ae: [0.3804]
- 09/19 21:49:55: bpp_hyper: [0.1134]
- 09/19 21:49:55: bpp: [0.4939]
- 09/19 21:49:55: IoU: [0.6609]
- 09/19 21:52:12: train_zeros:0.0475192554295063
- 09/19 21:52:12: train_ones:0.05918320268392563
- 09/19 21:52:12: train_distortion:0.20174098014831543
- 09/19 21:52:12: train_loss:1.6731724739074707
- 09/19 21:52:12: ==========Train Epoch 3 Step: 3419
- 09/19 21:52:12: bpp_ae: [0.3853]
- 09/19 21:52:12: bpp_hyper: [0.116]
- 09/19 21:52:12: bpp: [0.5014]
- 09/19 21:52:12: IoU: [0.6574]
- 09/19 21:54:32: train_zeros:0.029972955584526062
- 09/19 21:54:32: train_ones:0.045604560524225235
- 09/19 21:54:32: train_distortion:0.13552342355251312
- 09/19 21:54:32: train_loss:1.290574312210083
- 09/19 21:54:33: ==========Train Epoch 3 Step: 3449
- 09/19 21:54:33: bpp_ae: [0.3816]
- 09/19 21:54:33: bpp_hyper: [0.1135]
- 09/19 21:54:33: bpp: [0.4951]
- 09/19 21:54:33: IoU: [0.6623]
- 09/19 21:56:53: train_zeros:0.04567527025938034
- 09/19 21:56:53: train_ones:0.05466586351394653
- 09/19 21:56:53: train_distortion:0.19169166684150696
- 09/19 21:56:53: train_loss:1.6311603784561157
- 09/19 21:56:53: ==========Train Epoch 3 Step: 3479
- 09/19 21:56:53: bpp_ae: [0.3782]
- 09/19 21:56:53: bpp_hyper: [0.1141]
- 09/19 21:56:53: bpp: [0.4924]
- 09/19 21:56:53: IoU: [0.6614]
- 09/19 21:59:12: train_zeros:0.02641475573182106
- 09/19 21:59:12: train_ones:0.033132050186395645
- 09/19 21:59:12: train_distortion:0.11237631738185883
- 09/19 21:59:12: train_loss:1.1632457971572876
- 09/19 21:59:13: ==========Train Epoch 3 Step: 3509
- 09/19 21:59:13: bpp_ae: [0.3744]
- 09/19 21:59:13: bpp_hyper: [0.1115]
- 09/19 21:59:13: bpp: [0.4858]
- 09/19 21:59:13: IoU: [0.6663]
- 09/19 22:01:35: train_zeros:0.039301786571741104
- 09/19 22:01:35: train_ones:0.04743693023920059
- 09/19 22:01:35: train_distortion:0.1653423011302948
- 09/19 22:01:35: train_loss:1.4951808452606201
- 09/19 22:01:35: ==========Train Epoch 3 Step: 3539
- 09/19 22:01:35: bpp_ae: [0.3829]
- 09/19 22:01:35: bpp_hyper: [0.1175]
- 09/19 22:01:35: bpp: [0.5004]
- 09/19 22:01:35: IoU: [0.6626]
- 09/19 22:03:56: train_zeros:0.035432200878858566
- 09/19 22:03:56: train_ones:0.04680923372507095
- 09/19 22:03:56: train_distortion:0.15310582518577576
- 09/19 22:03:56: train_loss:1.3842803239822388
- 09/19 22:03:56: ==========Train Epoch 3 Step: 3569
- 09/19 22:03:56: bpp_ae: [0.3817]
- 09/19 22:03:56: bpp_hyper: [0.1144]
- 09/19 22:03:56: bpp: [0.4961]
- 09/19 22:03:56: IoU: [0.6627]
- 09/19 22:06:14: train_zeros:0.03849412500858307
- 09/19 22:06:14: train_ones:0.05262020230293274
- 09/19 22:06:14: train_distortion:0.16810257732868195
- 09/19 22:06:14: train_loss:1.5235809087753296
- 09/19 22:06:14: ==========Train Epoch 3 Step: 3599
- 09/19 22:06:14: bpp_ae: [0.3851]
- 09/19 22:06:14: bpp_hyper: [0.1131]
- 09/19 22:06:14: bpp: [0.4982]
- 09/19 22:06:14: IoU: [0.66]
- 09/19 22:08:32: train_zeros:0.030157510191202164
- 09/19 22:08:32: train_ones:0.0394512303173542
- 09/19 22:08:32: train_distortion:0.1299237608909607
- 09/19 22:08:32: train_loss:1.3320378065109253
- 09/19 22:08:33: ==========Train Epoch 3 Step: 3629
- 09/19 22:08:33: bpp_ae: [0.3848]
- 09/19 22:08:33: bpp_hyper: [0.1122]
- 09/19 22:08:33: bpp: [0.497]
- 09/19 22:08:33: IoU: [0.6525]
- 09/19 22:10:54: train_zeros:0.023916274309158325
- 09/19 22:10:54: train_ones:0.039365168660879135
- 09/19 22:10:54: train_distortion:0.11111399531364441
- 09/19 22:10:54: train_loss:1.1438244581222534
- 09/19 22:10:54: ==========Train Epoch 3 Step: 3659
- 09/19 22:10:54: bpp_ae: [0.386]
- 09/19 22:10:54: bpp_hyper: [0.1151]
- 09/19 22:10:54: bpp: [0.5011]
- 09/19 22:10:54: IoU: [0.6576]
- 09/19 22:13:16: train_zeros:0.02599457837641239
- 09/19 22:13:16: train_ones:0.03758414834737778
- 09/19 22:13:16: train_distortion:0.1155678853392601
- 09/19 22:13:16: train_loss:1.185212254524231
- 09/19 22:13:16: ==========Train Epoch 3 Step: 3689
- 09/19 22:13:16: bpp_ae: [0.3831]
- 09/19 22:13:16: bpp_hyper: [0.1138]
- 09/19 22:13:16: bpp: [0.4969]
- 09/19 22:13:16: IoU: [0.6546]
- 09/19 22:15:34: train_zeros:0.027536792680621147
- 09/19 22:15:34: train_ones:0.04050133377313614
- 09/19 22:15:34: train_distortion:0.12311170995235443
- 09/19 22:15:34: train_loss:1.2611346244812012
- 09/19 22:15:34: ==========Train Epoch 3 Step: 3719
- 09/19 22:15:34: bpp_ae: [0.3756]
- 09/19 22:15:34: bpp_hyper: [0.1114]
- 09/19 22:15:34: bpp: [0.487]
- 09/19 22:15:34: IoU: [0.6656]
- 09/19 22:17:51: train_zeros:0.030762983486056328
- 09/19 22:17:51: train_ones:0.05250684916973114
- 09/19 22:17:51: train_distortion:0.14479580521583557
- 09/19 22:17:51: train_loss:1.383025050163269
- 09/19 22:17:51: ==========Train Epoch 3 Step: 3749
- 09/19 22:17:51: bpp_ae: [0.3858]
- 09/19 22:17:51: bpp_hyper: [0.1138]
- 09/19 22:17:51: bpp: [0.4996]
- 09/19 22:17:51: IoU: [0.6646]
- 09/19 22:20:09: train_zeros:0.03873279318213463
- 09/19 22:20:09: train_ones:0.038922108709812164
- 09/19 22:20:09: train_distortion:0.15512049198150635
- 09/19 22:20:09: train_loss:1.4207251071929932
- 09/19 22:20:09: ==========Train Epoch 3 Step: 3779
- 09/19 22:20:09: bpp_ae: [0.3797]
- 09/19 22:20:09: bpp_hyper: [0.1096]
- 09/19 22:20:09: bpp: [0.4893]
- 09/19 22:20:09: IoU: [0.6623]
- 09/19 22:22:29: train_zeros:0.02972501702606678
- 09/19 22:22:29: train_ones:0.042174600064754486
- 09/19 22:22:29: train_distortion:0.13134965300559998
- 09/19 22:22:29: train_loss:1.3103039264678955
- 09/19 22:22:29: ==========Train Epoch 3 Step: 3809
- 09/19 22:22:29: bpp_ae: [0.3764]
- 09/19 22:22:29: bpp_hyper: [0.1124]
- 09/19 22:22:29: bpp: [0.4888]
- 09/19 22:22:29: IoU: [0.6574]
- 09/19 22:24:50: train_zeros:0.03207773342728615
- 09/19 22:24:50: train_ones:0.04806887358427048
- 09/19 22:24:50: train_distortion:0.14430207014083862
- 09/19 22:24:50: train_loss:1.3876802921295166
- 09/19 22:24:51: ==========Train Epoch 3 Step: 3839
- 09/19 22:24:51: bpp_ae: [0.3856]
- 09/19 22:24:51: bpp_hyper: [0.1121]
- 09/19 22:24:51: bpp: [0.4977]
- 09/19 22:24:51: IoU: [0.6635]
- 09/19 22:27:11: train_zeros:0.03956611827015877
- 09/19 22:27:11: train_ones:0.05031059309840202
- 09/19 22:27:11: train_distortion:0.16900895535945892
- 09/19 22:27:11: train_loss:1.498910903930664
- 09/19 22:27:11: ==========Train Epoch 3 Step: 3869
- 09/19 22:27:11: bpp_ae: [0.3794]
- 09/19 22:27:11: bpp_hyper: [0.1105]
- 09/19 22:27:11: bpp: [0.4899]
- 09/19 22:27:11: IoU: [0.6526]
- 09/19 22:29:32: train_zeros:0.048441432416439056
- 09/19 22:29:32: train_ones:0.0399991050362587
- 09/19 22:29:32: train_distortion:0.18532338738441467
- 09/19 22:29:32: train_loss:1.575441837310791
- 09/19 22:29:32: ==========Train Epoch 3 Step: 3899
- 09/19 22:29:32: bpp_ae: [0.3829]
- 09/19 22:29:32: bpp_hyper: [0.1137]
- 09/19 22:29:32: bpp: [0.4965]
- 09/19 22:29:32: IoU: [0.667]
- 09/19 22:31:51: train_zeros:0.036758147180080414
- 09/19 22:31:51: train_ones:0.04565827548503876
- 09/19 22:31:51: train_distortion:0.1559327244758606
- 09/19 22:31:51: train_loss:1.4095633029937744
- 09/19 22:31:51: ==========Train Epoch 3 Step: 3929
- 09/19 22:31:51: bpp_ae: [0.3797]
- 09/19 22:31:51: bpp_hyper: [0.1099]
- 09/19 22:31:51: bpp: [0.4896]
- 09/19 22:31:51: IoU: [0.6598]
- 09/19 22:34:11: train_zeros:0.03341802954673767
- 09/19 22:34:11: train_ones:0.04328816756606102
- 09/19 22:34:11: train_distortion:0.14354225993156433
- 09/19 22:34:11: train_loss:1.3450276851654053
- 09/19 22:34:11: ==========Train Epoch 3 Step: 3959
- 09/19 22:34:11: bpp_ae: [0.3828]
- 09/19 22:34:11: bpp_hyper: [0.1108]
- 09/19 22:34:11: bpp: [0.4936]
- 09/19 22:34:11: IoU: [0.6662]
- 09/19 22:36:31: train_zeros:0.030842941254377365
- 09/19 22:36:31: train_ones:0.04392189159989357
- 09/19 22:36:31: train_distortion:0.13645070791244507
- 09/19 22:36:31: train_loss:1.2904324531555176
- 09/19 22:36:31: ==========Train Epoch 3 Step: 3989
- 09/19 22:36:31: bpp_ae: [0.3805]
- 09/19 22:36:31: bpp_hyper: [0.1124]
- 09/19 22:36:31: bpp: [0.4929]
- 09/19 22:36:31: IoU: [0.6573]
- 09/19 22:37:19: Testing Files length:10
- 09/19 22:37:35: ==========Test Epoch 4 Step: 4
- 09/19 22:37:35: bpp_ae: [0.3216]
- 09/19 22:37:35: bpp_hyper: [0.0963]
- 09/19 22:37:35: bpp: [0.4179]
- 09/19 22:37:35: IoU: [0.6387]
- 09/19 22:37:35: ========================================
- Training Epoch: 4
- 09/19 22:37:35: alpha:6 beta:3.0
- 09/19 22:37:35: LR:[1.2e-05]
- 09/19 22:37:35: Training Files length:1000
- 09/19 22:39:57: train_zeros:0.034172218292951584
- 09/19 22:39:57: train_ones:0.04395183548331261
- 09/19 22:39:57: train_distortion:0.14646849036216736
- 09/19 22:39:57: train_loss:1.387598991394043
- 09/19 22:39:57: ==========Train Epoch 4 Step: 4029
- 09/19 22:39:57: bpp_ae: [0.3806]
- 09/19 22:39:57: bpp_hyper: [0.1153]
- 09/19 22:39:57: bpp: [0.4958]
- 09/19 22:39:57: IoU: [0.6629]
- 09/19 22:42:17: train_zeros:0.02173851989209652
- 09/19 22:42:17: train_ones:0.046791233122348785
- 09/19 22:42:17: train_distortion:0.1120067909359932
- 09/19 22:42:17: train_loss:1.1801036596298218
- 09/19 22:42:17: ==========Train Epoch 4 Step: 4059
- 09/19 22:42:17: bpp_ae: [0.3724]
- 09/19 22:42:17: bpp_hyper: [0.1097]
- 09/19 22:42:17: bpp: [0.4821]
- 09/19 22:42:17: IoU: [0.6523]
- 09/19 22:44:36: train_zeros:0.03155486285686493
- 09/19 22:44:36: train_ones:0.050900958478450775
- 09/19 22:44:36: train_distortion:0.14556553959846497
- 09/19 22:44:36: train_loss:1.338871717453003
- 09/19 22:44:37: ==========Train Epoch 4 Step: 4089
- 09/19 22:44:37: bpp_ae: [0.3759]
- 09/19 22:44:37: bpp_hyper: [0.1137]
- 09/19 22:44:37: bpp: [0.4896]
- 09/19 22:44:37: IoU: [0.6507]
- 09/19 22:46:56: train_zeros:0.02689838409423828
- 09/19 22:46:56: train_ones:0.035111621022224426
- 09/19 22:46:56: train_distortion:0.11580677330493927
- 09/19 22:46:56: train_loss:1.1854325532913208
- 09/19 22:46:56: ==========Train Epoch 4 Step: 4119
- 09/19 22:46:56: bpp_ae: [0.3883]
- 09/19 22:46:56: bpp_hyper: [0.1155]
- 09/19 22:46:56: bpp: [0.5038]
- 09/19 22:46:56: IoU: [0.6576]
- 09/19 22:49:17: train_zeros:0.03512972965836525
- 09/19 22:49:17: train_ones:0.041099339723587036
- 09/19 22:49:17: train_distortion:0.14648853242397308
- 09/19 22:49:17: train_loss:1.352110505104065
- 09/19 22:49:17: ==========Train Epoch 4 Step: 4149
- 09/19 22:49:17: bpp_ae: [0.3896]
- 09/19 22:49:17: bpp_hyper: [0.1124]
- 09/19 22:49:17: bpp: [0.502]
- 09/19 22:49:17: IoU: [0.6667]
- 09/19 22:51:37: train_zeros:0.028193337842822075
- 09/19 22:51:37: train_ones:0.03953545540571213
- 09/19 22:51:37: train_distortion:0.1241154670715332
- 09/19 22:51:37: train_loss:1.2593802213668823
- 09/19 22:51:37: ==========Train Epoch 4 Step: 4179
- 09/19 22:51:37: bpp_ae: [0.379]
- 09/19 22:51:37: bpp_hyper: [0.1142]
- 09/19 22:51:37: bpp: [0.4932]
- 09/19 22:51:37: IoU: [0.6645]
- 09/19 22:53:57: train_zeros:0.0378241091966629
- 09/19 22:53:57: train_ones:0.05306444317102432
- 09/19 22:53:57: train_distortion:0.16653677821159363
- 09/19 22:53:57: train_loss:1.4996665716171265
- 09/19 22:53:57: ==========Train Epoch 4 Step: 4209
- 09/19 22:53:57: bpp_ae: [0.3735]
- 09/19 22:53:57: bpp_hyper: [0.1117]
- 09/19 22:53:57: bpp: [0.4852]
- 09/19 22:53:57: IoU: [0.6642]
- 09/19 22:56:15: train_zeros:0.02870941162109375
- 09/19 22:56:15: train_ones:0.05768611282110214
- 09/19 22:56:15: train_distortion:0.143814355134964
- 09/19 22:56:15: train_loss:1.3647125959396362
- 09/19 22:56:15: ==========Train Epoch 4 Step: 4239
- 09/19 22:56:15: bpp_ae: [0.3757]
- 09/19 22:56:15: bpp_hyper: [0.1097]
- 09/19 22:56:15: bpp: [0.4854]
- 09/19 22:56:15: IoU: [0.6608]
- 09/19 22:58:34: train_zeros:0.03945585712790489
- 09/19 22:58:34: train_ones:0.043287843465805054
- 09/19 22:58:34: train_distortion:0.16165541112422943
- 09/19 22:58:34: train_loss:1.4547441005706787
- 09/19 22:58:34: ==========Train Epoch 4 Step: 4269
- 09/19 22:58:34: bpp_ae: [0.3825]
- 09/19 22:58:34: bpp_hyper: [0.1136]
- 09/19 22:58:34: bpp: [0.4961]
- 09/19 22:58:34: IoU: [0.6551]
- 09/19 23:00:55: train_zeros:0.028919709846377373
- 09/19 23:00:55: train_ones:0.04419802129268646
- 09/19 23:00:55: train_distortion:0.13095715641975403
- 09/19 23:00:55: train_loss:1.344110131263733
- 09/19 23:00:55: ==========Train Epoch 4 Step: 4299
- 09/19 23:00:55: bpp_ae: [0.4204]
- 09/19 23:00:55: bpp_hyper: [0.1204]
- 09/19 23:00:55: bpp: [0.5407]
- 09/19 23:00:55: IoU: [0.6653]
- 09/19 23:03:16: train_zeros:0.04349185526371002
- 09/19 23:03:16: train_ones:0.045376114547252655
- 09/19 23:03:16: train_distortion:0.17585167288780212
- 09/19 23:03:16: train_loss:1.5377922058105469
- 09/19 23:03:16: ==========Train Epoch 4 Step: 4329
- 09/19 23:03:16: bpp_ae: [0.3862]
- 09/19 23:03:16: bpp_hyper: [0.1162]
- 09/19 23:03:16: bpp: [0.5023]
- 09/19 23:03:16: IoU: [0.6674]
- 09/19 23:05:36: train_zeros:0.04438400641083717
- 09/19 23:05:36: train_ones:0.055493876338005066
- 09/19 23:05:36: train_distortion:0.18864589929580688
- 09/19 23:05:36: train_loss:1.6255218982696533
- 09/19 23:05:36: ==========Train Epoch 4 Step: 4359
- 09/19 23:05:36: bpp_ae: [0.3794]
- 09/19 23:05:36: bpp_hyper: [0.1143]
- 09/19 23:05:36: bpp: [0.4938]
- 09/19 23:05:36: IoU: [0.6576]
- 09/19 23:07:54: train_zeros:0.01756143942475319
- 09/19 23:07:54: train_ones:0.03916562721133232
- 09/19 23:07:54: train_distortion:0.09184994548559189
- 09/19 23:07:54: train_loss:1.0855355262756348
- 09/19 23:07:55: ==========Train Epoch 4 Step: 4389
- 09/19 23:07:55: bpp_ae: [0.3748]
- 09/19 23:07:55: bpp_hyper: [0.1106]
- 09/19 23:07:55: bpp: [0.4854]
- 09/19 23:07:55: IoU: [0.6608]
- 09/19 23:10:14: train_zeros:0.039190538227558136
- 09/19 23:10:14: train_ones:0.04624263942241669
- 09/19 23:10:14: train_distortion:0.1638142466545105
- 09/19 23:10:14: train_loss:1.4517236948013306
- 09/19 23:10:14: ==========Train Epoch 4 Step: 4419
- 09/19 23:10:14: bpp_ae: [0.3783]
- 09/19 23:10:14: bpp_hyper: [0.1131]
- 09/19 23:10:14: bpp: [0.4913]
- 09/19 23:10:14: IoU: [0.6659]
- 09/19 23:12:34: train_zeros:0.05030618607997894
- 09/19 23:12:34: train_ones:0.05245102196931839
- 09/19 23:12:34: train_distortion:0.20336958765983582
- 09/19 23:12:34: train_loss:1.658799648284912
- 09/19 23:12:34: ==========Train Epoch 4 Step: 4449
- 09/19 23:12:34: bpp_ae: [0.374]
- 09/19 23:12:34: bpp_hyper: [0.1093]
- 09/19 23:12:34: bpp: [0.4833]
- 09/19 23:12:34: IoU: [0.6585]
- 09/19 23:14:54: train_zeros:0.03299000486731529
- 09/19 23:14:54: train_ones:0.04807104915380478
- 09/19 23:14:54: train_distortion:0.14704105257987976
- 09/19 23:14:54: train_loss:1.3728513717651367
- 09/19 23:14:54: ==========Train Epoch 4 Step: 4479
- 09/19 23:14:54: bpp_ae: [0.3804]
- 09/19 23:14:54: bpp_hyper: [0.1103]
- 09/19 23:14:54: bpp: [0.4907]
- 09/19 23:14:54: IoU: [0.6671]
- 09/19 23:17:14: train_zeros:0.034410443156957626
- 09/19 23:17:14: train_ones:0.056245237588882446
- 09/19 23:17:14: train_distortion:0.15947656333446503
- 09/19 23:17:14: train_loss:1.4518487453460693
- 09/19 23:17:14: ==========Train Epoch 4 Step: 4509
- 09/19 23:17:14: bpp_ae: [0.3852]
- 09/19 23:17:14: bpp_hyper: [0.1163]
- 09/19 23:17:14: bpp: [0.5015]
- 09/19 23:17:14: IoU: [0.6685]
- 09/19 23:19:32: train_zeros:0.019223064184188843
- 09/19 23:19:32: train_ones:0.043221235275268555
- 09/19 23:19:32: train_distortion:0.10089042782783508
- 09/19 23:19:32: train_loss:1.091538429260254
- 09/19 23:19:33: ==========Train Epoch 4 Step: 4539
- 09/19 23:19:33: bpp_ae: [0.3794]
- 09/19 23:19:33: bpp_hyper: [0.1115]
- 09/19 23:19:33: bpp: [0.4909]
- 09/19 23:19:33: IoU: [0.6579]
- 09/19 23:21:55: train_zeros:0.03832998499274254
- 09/19 23:21:55: train_ones:0.049511540681123734
- 09/19 23:21:55: train_distortion:0.16450148820877075
- 09/19 23:21:55: train_loss:1.4254556894302368
- 09/19 23:21:55: ==========Train Epoch 4 Step: 4569
- 09/19 23:21:55: bpp_ae: [0.3756]
- 09/19 23:21:55: bpp_hyper: [0.1125]
- 09/19 23:21:55: bpp: [0.4881]
- 09/19 23:21:55: IoU: [0.6617]
- 09/19 23:24:13: train_zeros:0.032996468245983124
- 09/19 23:24:13: train_ones:0.04580489173531532
- 09/19 23:24:13: train_distortion:0.144794300198555
- 09/19 23:24:13: train_loss:1.3680914640426636
- 09/19 23:24:13: ==========Train Epoch 4 Step: 4599
- 09/19 23:24:13: bpp_ae: [0.3744]
- 09/19 23:24:13: bpp_hyper: [0.1118]
- 09/19 23:24:13: bpp: [0.4861]
- 09/19 23:24:13: IoU: [0.6622]
- 09/19 23:26:31: train_zeros:0.04923335835337639
- 09/19 23:26:31: train_ones:0.05319443717598915
- 09/19 23:26:31: train_distortion:0.20089450478553772
- 09/19 23:26:31: train_loss:1.689536452293396
- 09/19 23:26:31: ==========Train Epoch 4 Step: 4629
- 09/19 23:26:31: bpp_ae: [0.3772]
- 09/19 23:26:31: bpp_hyper: [0.112]
- 09/19 23:26:31: bpp: [0.4892]
- 09/19 23:26:31: IoU: [0.6723]
- 09/19 23:28:49: train_zeros:0.026954466477036476
- 09/19 23:28:49: train_ones:0.04014738276600838
- 09/19 23:28:49: train_distortion:0.12101078033447266
- 09/19 23:28:49: train_loss:1.192049264907837
- 09/19 23:28:50: ==========Train Epoch 4 Step: 4659
- 09/19 23:28:50: bpp_ae: [0.3722]
- 09/19 23:28:50: bpp_hyper: [0.1119]
- 09/19 23:28:50: bpp: [0.4841]
- 09/19 23:28:50: IoU: [0.6704]
- 09/19 23:31:10: train_zeros:0.027433421462774277
- 09/19 23:31:10: train_ones:0.047597676515579224
- 09/19 23:31:10: train_distortion:0.12989793717861176
- 09/19 23:31:10: train_loss:1.28854238986969
- 09/19 23:31:10: ==========Train Epoch 4 Step: 4689
- 09/19 23:31:10: bpp_ae: [0.3827]
- 09/19 23:31:10: bpp_hyper: [0.1153]
- 09/19 23:31:10: bpp: [0.498]
- 09/19 23:31:10: IoU: [0.6648]
- 09/19 23:33:31: train_zeros:0.03353477269411087
- 09/19 23:33:31: train_ones:0.051576487720012665
- 09/19 23:33:31: train_distortion:0.15218080580234528
- 09/19 23:33:31: train_loss:1.3838379383087158
- 09/19 23:33:31: ==========Train Epoch 4 Step: 4719
- 09/19 23:33:31: bpp_ae: [0.381]
- 09/19 23:33:31: bpp_hyper: [0.1137]
- 09/19 23:33:31: bpp: [0.4947]
- 09/19 23:33:31: IoU: [0.6581]
- 09/19 23:35:51: train_zeros:0.027704980224370956
- 09/19 23:35:51: train_ones:0.044041957706213
- 09/19 23:35:51: train_distortion:0.12715689837932587
- 09/19 23:35:51: train_loss:1.2586313486099243
- 09/19 23:35:51: ==========Train Epoch 4 Step: 4749
- 09/19 23:35:51: bpp_ae: [0.3746]
- 09/19 23:35:51: bpp_hyper: [0.1089]
- 09/19 23:35:51: bpp: [0.4835]
- 09/19 23:35:51: IoU: [0.6632]
- 09/19 23:38:13: train_zeros:0.026876889169216156
- 09/19 23:38:13: train_ones:0.038694076240062714
- 09/19 23:38:13: train_distortion:0.11932474374771118
- 09/19 23:38:13: train_loss:1.2300738096237183
- 09/19 23:38:13: ==========Train Epoch 4 Step: 4779
- 09/19 23:38:13: bpp_ae: [0.3772]
- 09/19 23:38:13: bpp_hyper: [0.115]
- 09/19 23:38:13: bpp: [0.4921]
- 09/19 23:38:13: IoU: [0.6656]
- 09/19 23:40:33: train_zeros:0.0283045694231987
- 09/19 23:40:33: train_ones:0.04104815050959587
- 09/19 23:40:33: train_distortion:0.12596185505390167
- 09/19 23:40:33: train_loss:1.2486354112625122
- 09/19 23:40:33: ==========Train Epoch 4 Step: 4809
- 09/19 23:40:33: bpp_ae: [0.3727]
- 09/19 23:40:33: bpp_hyper: [0.1112]
- 09/19 23:40:33: bpp: [0.4838]
- 09/19 23:40:33: IoU: [0.6538]
- 09/19 23:42:53: train_zeros:0.042382825165987015
- 09/19 23:42:53: train_ones:0.04195883870124817
- 09/19 23:42:53: train_distortion:0.1691073179244995
- 09/19 23:42:53: train_loss:1.4694702625274658
- 09/19 23:42:53: ==========Train Epoch 4 Step: 4839
- 09/19 23:42:53: bpp_ae: [0.3831]
- 09/19 23:42:53: bpp_hyper: [0.1132]
- 09/19 23:42:53: bpp: [0.4963]
- 09/19 23:42:53: IoU: [0.6578]
- 09/19 23:45:16: train_zeros:0.03255315497517586
- 09/19 23:45:16: train_ones:0.04362109676003456
- 09/19 23:45:16: train_distortion:0.14128056168556213
- 09/19 23:45:16: train_loss:1.3567312955856323
- 09/19 23:45:16: ==========Train Epoch 4 Step: 4869
- 09/19 23:45:16: bpp_ae: [0.3801]
- 09/19 23:45:16: bpp_hyper: [0.11]
- 09/19 23:45:16: bpp: [0.4901]
- 09/19 23:45:16: IoU: [0.6601]
- 09/19 23:47:37: train_zeros:0.020927639678120613
- 09/19 23:47:37: train_ones:0.04168354719877243
- 09/19 23:47:37: train_distortion:0.10446646809577942
- 09/19 23:47:37: train_loss:1.1427688598632812
- 09/19 23:47:37: ==========Train Epoch 4 Step: 4899
- 09/19 23:47:37: bpp_ae: [0.3839]
- 09/19 23:47:37: bpp_hyper: [0.1163]
- 09/19 23:47:37: bpp: [0.5002]
- 09/19 23:47:37: IoU: [0.6644]
- 09/19 23:49:57: train_zeros:0.020967500284314156
- 09/19 23:49:57: train_ones:0.03806525468826294
- 09/19 23:49:57: train_distortion:0.10096775740385056
- 09/19 23:49:57: train_loss:1.1090340614318848
- 09/19 23:49:57: ==========Train Epoch 4 Step: 4929
- 09/19 23:49:57: bpp_ae: [0.376]
- 09/19 23:49:57: bpp_hyper: [0.1107]
- 09/19 23:49:57: bpp: [0.4867]
- 09/19 23:49:57: IoU: [0.6656]
- 09/19 23:52:17: train_zeros:0.02898075245320797
- 09/19 23:52:17: train_ones:0.044844165444374084
- 09/19 23:52:17: train_distortion:0.13178642094135284
- 09/19 23:52:17: train_loss:1.2724775075912476
- 09/19 23:52:17: ==========Train Epoch 4 Step: 4959
- 09/19 23:52:17: bpp_ae: [0.3808]
- 09/19 23:52:17: bpp_hyper: [0.1147]
- 09/19 23:52:17: bpp: [0.4956]
- 09/19 23:52:17: IoU: [0.6625]
- 09/19 23:54:41: train_zeros:0.025873444974422455
- 09/19 23:54:41: train_ones:0.04927513375878334
- 09/19 23:54:41: train_distortion:0.126895472407341
- 09/19 23:54:41: train_loss:1.199486494064331
- 09/19 23:54:41: ==========Train Epoch 4 Step: 4989
- 09/19 23:54:41: bpp_ae: [0.3793]
- 09/19 23:54:41: bpp_hyper: [0.1128]
- 09/19 23:54:41: bpp: [0.4921]
- 09/19 23:54:41: IoU: [0.6583]
- 09/19 23:55:29: Testing Files length:10
- 09/19 23:55:49: ==========Test Epoch 5 Step: 5
- 09/19 23:55:49: bpp_ae: [0.3212]
- 09/19 23:55:49: bpp_hyper: [0.0953]
- 09/19 23:55:49: bpp: [0.4165]
- 09/19 23:55:49: IoU: [0.6652]
- 09/19 23:55:49: ========================================
- Training Epoch: 5
- 09/19 23:55:49: alpha:6 beta:3.0
- 09/19 23:55:49: LR:[1e-05]
- 09/19 23:55:49: Training Files length:1000
- 09/19 23:58:10: train_zeros:0.029924146831035614
- 09/19 23:58:10: train_ones:0.04416651651263237
- 09/19 23:58:10: train_distortion:0.1339389532804489
- 09/19 23:58:10: train_loss:1.2928506135940552
- 09/19 23:58:11: ==========Train Epoch 5 Step: 5029
- 09/19 23:58:11: bpp_ae: [0.3727]
- 09/19 23:58:11: bpp_hyper: [0.1096]
- 09/19 23:58:11: bpp: [0.4823]
- 09/19 23:58:11: IoU: [0.6603]
- 09/20 00:00:29: train_zeros:0.02305944450199604
- 09/20 00:00:29: train_ones:0.04454919323325157
- 09/20 00:00:29: train_distortion:0.11372752487659454
- 09/20 00:00:29: train_loss:1.1757466793060303
- 09/20 00:00:30: ==========Train Epoch 5 Step: 5059
- 09/20 00:00:30: bpp_ae: [0.3746]
- 09/20 00:00:30: bpp_hyper: [0.1136]
- 09/20 00:00:30: bpp: [0.4882]
- 09/20 00:00:30: IoU: [0.6621]
- 09/20 00:02:49: train_zeros:0.033074814826250076
- 09/20 00:02:49: train_ones:0.04954906180500984
- 09/20 00:02:49: train_distortion:0.14877350628376007
- 09/20 00:02:49: train_loss:1.410330057144165
- 09/20 00:02:50: ==========Train Epoch 5 Step: 5089
- 09/20 00:02:50: bpp_ae: [0.3819]
- 09/20 00:02:50: bpp_hyper: [0.1171]
- 09/20 00:02:50: bpp: [0.499]
- 09/20 00:02:50: IoU: [0.67]
- 09/20 00:05:09: train_zeros:0.038299042731523514
- 09/20 00:05:09: train_ones:0.04776329547166824
- 09/20 00:05:09: train_distortion:0.1626604199409485
- 09/20 00:05:09: train_loss:1.4444375038146973
- 09/20 00:05:10: ==========Train Epoch 5 Step: 5119
- 09/20 00:05:10: bpp_ae: [0.3793]
- 09/20 00:05:10: bpp_hyper: [0.1109]
- 09/20 00:05:10: bpp: [0.4902]
- 09/20 00:05:10: IoU: [0.6519]
- 09/20 00:07:27: train_zeros:0.026943586766719818
- 09/20 00:07:27: train_ones:0.04372083768248558
- 09/20 00:07:27: train_distortion:0.12455159425735474
- 09/20 00:07:27: train_loss:1.272722601890564
- 09/20 00:07:28: ==========Train Epoch 5 Step: 5149
- 09/20 00:07:28: bpp_ae: [0.3747]
- 09/20 00:07:28: bpp_hyper: [0.1148]
- 09/20 00:07:28: bpp: [0.4896]
- 09/20 00:07:28: IoU: [0.6611]
- 09/20 00:09:49: train_zeros:0.018949056044220924
- 09/20 00:09:49: train_ones:0.04012120142579079
- 09/20 00:09:49: train_distortion:0.09696836769580841
- 09/20 00:09:49: train_loss:1.1016466617584229
- 09/20 00:09:49: ==========Train Epoch 5 Step: 5179
- 09/20 00:09:49: bpp_ae: [0.3789]
- 09/20 00:09:49: bpp_hyper: [0.1138]
- 09/20 00:09:49: bpp: [0.4928]
- 09/20 00:09:49: IoU: [0.661]
- 09/20 00:12:08: train_zeros:0.038374923169612885
- 09/20 00:12:08: train_ones:0.05017112195491791
- 09/20 00:12:08: train_distortion:0.16529589891433716
- 09/20 00:12:08: train_loss:1.4832992553710938
- 09/20 00:12:08: ==========Train Epoch 5 Step: 5209
- 09/20 00:12:08: bpp_ae: [0.3752]
- 09/20 00:12:08: bpp_hyper: [0.1133]
- 09/20 00:12:08: bpp: [0.4885]
- 09/20 00:12:08: IoU: [0.6729]
- 09/20 00:14:27: train_zeros:0.036481499671936035
- 09/20 00:14:27: train_ones:0.04979574680328369
- 09/20 00:14:27: train_distortion:0.1592402458190918
- 09/20 00:14:27: train_loss:1.4377256631851196
- 09/20 00:14:28: ==========Train Epoch 5 Step: 5239
- 09/20 00:14:28: bpp_ae: [0.3767]
- 09/20 00:14:28: bpp_hyper: [0.1109]
- 09/20 00:14:28: bpp: [0.4876]
- 09/20 00:14:28: IoU: [0.6597]
- 09/20 00:16:46: train_zeros:0.02668522112071514
- 09/20 00:16:46: train_ones:0.04263227805495262
- 09/20 00:16:46: train_distortion:0.1226879358291626
- 09/20 00:16:46: train_loss:1.230193853378296
- 09/20 00:16:46: ==========Train Epoch 5 Step: 5269
- 09/20 00:16:46: bpp_ae: [0.3778]
- 09/20 00:16:46: bpp_hyper: [0.1158]
- 09/20 00:16:46: bpp: [0.4935]
- 09/20 00:16:46: IoU: [0.6577]
- 09/20 00:19:05: train_zeros:0.03282349929213524
- 09/20 00:19:05: train_ones:0.047976937144994736
- 09/20 00:19:05: train_distortion:0.14644743502140045
- 09/20 00:19:05: train_loss:1.3907203674316406
- 09/20 00:19:05: ==========Train Epoch 5 Step: 5299
- 09/20 00:19:05: bpp_ae: [0.3777]
- 09/20 00:19:05: bpp_hyper: [0.1154]
- 09/20 00:19:05: bpp: [0.4931]
- 09/20 00:19:05: IoU: [0.6626]
- 09/20 00:21:27: train_zeros:0.029301373288035393
- 09/20 00:21:27: train_ones:0.04141346365213394
- 09/20 00:21:27: train_distortion:0.12931758165359497
- 09/20 00:21:27: train_loss:1.2585523128509521
- 09/20 00:21:27: ==========Train Epoch 5 Step: 5329
- 09/20 00:21:27: bpp_ae: [0.3706]
- 09/20 00:21:27: bpp_hyper: [0.1073]
- 09/20 00:21:27: bpp: [0.4779]
- 09/20 00:21:27: IoU: [0.6449]
- 09/20 00:23:45: train_zeros:0.04271312057971954
- 09/20 00:23:45: train_ones:0.044647276401519775
- 09/20 00:23:45: train_distortion:0.1727866381406784
- 09/20 00:23:45: train_loss:1.516225814819336
- 09/20 00:23:45: ==========Train Epoch 5 Step: 5359
- 09/20 00:23:45: bpp_ae: [0.3751]
- 09/20 00:23:45: bpp_hyper: [0.1097]
- 09/20 00:23:45: bpp: [0.4849]
- 09/20 00:23:45: IoU: [0.657]
- 09/20 00:26:02: train_zeros:0.05340810492634773
- 09/20 00:26:02: train_ones:0.049965750426054
- 09/20 00:26:02: train_distortion:0.2101900726556778
- 09/20 00:26:02: train_loss:1.7109448909759521
- 09/20 00:26:03: ==========Train Epoch 5 Step: 5389
- 09/20 00:26:03: bpp_ae: [0.3829]
- 09/20 00:26:03: bpp_hyper: [0.1129]
- 09/20 00:26:03: bpp: [0.4958]
- 09/20 00:26:03: IoU: [0.6676]
- 09/20 00:28:21: train_zeros:0.01983497478067875
- 09/20 00:28:21: train_ones:0.038158852607011795
- 09/20 00:28:21: train_distortion:0.0976637750864029
- 09/20 00:28:21: train_loss:1.0759003162384033
- 09/20 00:28:21: ==========Train Epoch 5 Step: 5419
- 09/20 00:28:21: bpp_ae: [0.3808]
- 09/20 00:28:21: bpp_hyper: [0.1142]
- 09/20 00:28:21: bpp: [0.4951]
- 09/20 00:28:21: IoU: [0.6645]
- 09/20 00:30:39: train_zeros:0.023779092356562614
- 09/20 00:30:39: train_ones:0.04420085996389389
- 09/20 00:30:39: train_distortion:0.11553813517093658
- 09/20 00:30:39: train_loss:1.1954056024551392
- 09/20 00:30:40: ==========Train Epoch 5 Step: 5449
- 09/20 00:30:40: bpp_ae: [0.3816]
- 09/20 00:30:40: bpp_hyper: [0.1155]
- 09/20 00:30:40: bpp: [0.4971]
- 09/20 00:30:40: IoU: [0.6639]
- 09/20 00:32:59: train_zeros:0.03135647624731064
- 09/20 00:32:59: train_ones:0.04870856925845146
- 09/20 00:32:59: train_distortion:0.14277799427509308
- 09/20 00:32:59: train_loss:1.3608142137527466
- 09/20 00:33:00: ==========Train Epoch 5 Step: 5479
- 09/20 00:33:00: bpp_ae: [0.3732]
- 09/20 00:33:00: bpp_hyper: [0.1099]
- 09/20 00:33:00: bpp: [0.4832]
- 09/20 00:33:00: IoU: [0.6601]
- 09/20 00:35:19: train_zeros:0.039640847593545914
- 09/20 00:35:19: train_ones:0.05197467654943466
- 09/20 00:35:19: train_distortion:0.1708972156047821
- 09/20 00:35:19: train_loss:1.4938075542449951
- 09/20 00:35:19: ==========Train Epoch 5 Step: 5509
- 09/20 00:35:19: bpp_ae: [0.3845]
- 09/20 00:35:19: bpp_hyper: [0.114]
- 09/20 00:35:19: bpp: [0.4985]
- 09/20 00:35:19: IoU: [0.674]
- 09/20 00:37:37: train_zeros:0.025950636714696884
- 09/20 00:37:37: train_ones:0.04361597076058388
- 09/20 00:37:37: train_distortion:0.12146787345409393
- 09/20 00:37:37: train_loss:1.2031652927398682
- 09/20 00:37:38: ==========Train Epoch 5 Step: 5539
- 09/20 00:37:38: bpp_ae: [0.3771]
- 09/20 00:37:38: bpp_hyper: [0.116]
- 09/20 00:37:38: bpp: [0.4931]
- 09/20 00:37:38: IoU: [0.665]
- 09/20 00:40:01: train_zeros:0.025591451674699783
- 09/20 00:40:01: train_ones:0.04993521049618721
- 09/20 00:40:01: train_distortion:0.12670956552028656
- 09/20 00:40:01: train_loss:1.296409010887146
- 09/20 00:40:01: ==========Train Epoch 5 Step: 5569
- 09/20 00:40:01: bpp_ae: [0.3824]
- 09/20 00:40:01: bpp_hyper: [0.1125]
- 09/20 00:40:01: bpp: [0.4949]
- 09/20 00:40:01: IoU: [0.6533]
- 09/20 00:42:21: train_zeros:0.045646972954273224
- 09/20 00:42:21: train_ones:0.04065316915512085
- 09/20 00:42:21: train_distortion:0.17759409546852112
- 09/20 00:42:21: train_loss:1.5536922216415405
- 09/20 00:42:21: ==========Train Epoch 5 Step: 5599
- 09/20 00:42:21: bpp_ae: [0.3828]
- 09/20 00:42:21: bpp_hyper: [0.1171]
- 09/20 00:42:21: bpp: [0.4999]
- 09/20 00:42:21: IoU: [0.6545]
- 09/20 00:44:44: train_zeros:0.034986462444067
- 09/20 00:44:44: train_ones:0.03688707575201988
- 09/20 00:44:44: train_distortion:0.1418464630842209
- 09/20 00:44:44: train_loss:1.3137600421905518
- 09/20 00:44:45: ==========Train Epoch 5 Step: 5629
- 09/20 00:44:45: bpp_ae: [0.3708]
- 09/20 00:44:45: bpp_hyper: [0.1118]
- 09/20 00:44:45: bpp: [0.4827]
- 09/20 00:44:45: IoU: [0.6569]
- 09/20 00:47:04: train_zeros:0.03101619891822338
- 09/20 00:47:04: train_ones:0.04507900029420853
- 09/20 00:47:04: train_distortion:0.13812759518623352
- 09/20 00:47:04: train_loss:1.354231357574463
- 09/20 00:47:05: ==========Train Epoch 5 Step: 5659
- 09/20 00:47:05: bpp_ae: [0.3743]
- 09/20 00:47:05: bpp_hyper: [0.114]
- 09/20 00:47:05: bpp: [0.4883]
- 09/20 00:47:05: IoU: [0.6577]
- 09/20 00:49:24: train_zeros:0.03609718382358551
- 09/20 00:49:24: train_ones:0.04712658002972603
- 09/20 00:49:24: train_distortion:0.15541812777519226
- 09/20 00:49:24: train_loss:1.371077060699463
- 09/20 00:49:24: ==========Train Epoch 5 Step: 5689
- 09/20 00:49:24: bpp_ae: [0.3744]
- 09/20 00:49:24: bpp_hyper: [0.1115]
- 09/20 00:49:24: bpp: [0.486]
- 09/20 00:49:24: IoU: [0.6644]
- 09/20 00:51:45: train_zeros:0.01861756667494774
- 09/20 00:51:45: train_ones:0.04497488960623741
- 09/20 00:51:45: train_distortion:0.10082758963108063
- 09/20 00:51:45: train_loss:1.091903805732727
- 09/20 00:51:45: ==========Train Epoch 5 Step: 5719
- 09/20 00:51:45: bpp_ae: [0.3744]
- 09/20 00:51:45: bpp_hyper: [0.1113]
- 09/20 00:51:45: bpp: [0.4857]
- 09/20 00:51:45: IoU: [0.6478]
- 09/20 00:54:06: train_zeros:0.023260941728949547
- 09/20 00:54:06: train_ones:0.044449541717767715
- 09/20 00:54:06: train_distortion:0.11423236131668091
- 09/20 00:54:06: train_loss:1.2004601955413818
- 09/20 00:54:06: ==========Train Epoch 5 Step: 5749
- 09/20 00:54:06: bpp_ae: [0.3744]
- 09/20 00:54:06: bpp_hyper: [0.1149]
- 09/20 00:54:06: bpp: [0.4893]
- 09/20 00:54:06: IoU: [0.6649]
- 09/20 00:56:25: train_zeros:0.023501688614487648
- 09/20 00:56:25: train_ones:0.0430641695857048
- 09/20 00:56:25: train_distortion:0.1135692372918129
- 09/20 00:56:25: train_loss:1.2085541486740112
- 09/20 00:56:25: ==========Train Epoch 5 Step: 5779
- 09/20 00:56:25: bpp_ae: [0.3732]
- 09/20 00:56:25: bpp_hyper: [0.1101]
- 09/20 00:56:25: bpp: [0.4833]
- 09/20 00:56:25: IoU: [0.6608]
- 09/20 00:58:48: train_zeros:0.038940802216529846
- 09/20 00:58:48: train_ones:0.04577366262674332
- 09/20 00:58:48: train_distortion:0.16259607672691345
- 09/20 00:58:48: train_loss:1.5014094114303589
- 09/20 00:58:48: ==========Train Epoch 5 Step: 5809
- 09/20 00:58:48: bpp_ae: [0.3753]
- 09/20 00:58:48: bpp_hyper: [0.1146]
- 09/20 00:58:48: bpp: [0.4899]
- 09/20 00:58:48: IoU: [0.6623]
- 09/20 01:01:07: train_zeros:0.03162311390042305
- 09/20 01:01:07: train_ones:0.0436226949095726
- 09/20 01:01:07: train_distortion:0.13849204778671265
- 09/20 01:01:07: train_loss:1.3145112991333008
- 09/20 01:01:08: ==========Train Epoch 5 Step: 5839
- 09/20 01:01:08: bpp_ae: [0.3832]
- 09/20 01:01:08: bpp_hyper: [0.1152]
- 09/20 01:01:08: bpp: [0.4984]
- 09/20 01:01:08: IoU: [0.6655]
- 09/20 01:03:27: train_zeros:0.03654737025499344
- 09/20 01:03:27: train_ones:0.04549265652894974
- 09/20 01:03:27: train_distortion:0.15513476729393005
- 09/20 01:03:27: train_loss:1.3969719409942627
- 09/20 01:03:27: ==========Train Epoch 5 Step: 5869
- 09/20 01:03:27: bpp_ae: [0.3697]
- 09/20 01:03:27: bpp_hyper: [0.1065]
- 09/20 01:03:27: bpp: [0.4762]
- 09/20 01:03:27: IoU: [0.6554]
- 09/20 01:05:46: train_zeros:0.042399581521749496
- 09/20 01:05:46: train_ones:0.04966956377029419
- 09/20 01:05:46: train_distortion:0.17686830461025238
- 09/20 01:05:46: train_loss:1.5190775394439697
- 09/20 01:05:46: ==========Train Epoch 5 Step: 5899
- 09/20 01:05:46: bpp_ae: [0.3803]
- 09/20 01:05:46: bpp_hyper: [0.1108]
- 09/20 01:05:46: bpp: [0.4911]
- 09/20 01:05:46: IoU: [0.6637]
- 09/20 01:08:05: train_zeros:0.04196642339229584
- 09/20 01:08:05: train_ones:0.059178676456213
- 09/20 01:08:05: train_distortion:0.1850779503583908
- 09/20 01:08:05: train_loss:1.6186163425445557
- 09/20 01:08:05: ==========Train Epoch 5 Step: 5929
- 09/20 01:08:05: bpp_ae: [0.3743]
- 09/20 01:08:05: bpp_hyper: [0.111]
- 09/20 01:08:05: bpp: [0.4852]
- 09/20 01:08:05: IoU: [0.6495]
- 09/20 01:10:25: train_zeros:0.04219679534435272
- 09/20 01:10:25: train_ones:0.046877115964889526
- 09/20 01:10:25: train_distortion:0.1734675019979477
- 09/20 01:10:25: train_loss:1.4956129789352417
- 09/20 01:10:25: ==========Train Epoch 5 Step: 5959
- 09/20 01:10:25: bpp_ae: [0.3777]
- 09/20 01:10:25: bpp_hyper: [0.1144]
- 09/20 01:10:25: bpp: [0.4921]
- 09/20 01:10:25: IoU: [0.6754]
- 09/20 01:12:45: train_zeros:0.028644651174545288
- 09/20 01:12:45: train_ones:0.04606109485030174
- 09/20 01:12:45: train_distortion:0.1319950520992279
- 09/20 01:12:45: train_loss:1.3039638996124268
- 09/20 01:12:45: ==========Train Epoch 5 Step: 5989
- 09/20 01:12:45: bpp_ae: [0.3774]
- 09/20 01:12:45: bpp_hyper: [0.1163]
- 09/20 01:12:45: bpp: [0.4937]
- 09/20 01:12:45: IoU: [0.6662]
- 09/20 01:13:34: Testing Files length:10
- 09/20 01:13:54: ==========Test Epoch 6 Step: 6
- 09/20 01:13:54: bpp_ae: [0.319]
- 09/20 01:13:54: bpp_hyper: [0.0943]
- 09/20 01:13:54: bpp: [0.4132]
- 09/20 01:13:54: IoU: [0.6405]
- 09/20 01:13:54: ========================================
- Training Epoch: 6
- 09/20 01:13:54: alpha:6 beta:3.0
- 09/20 01:13:54: LR:[1e-05]
- 09/20 01:13:54: Training Files length:1000
- 09/20 01:16:15: train_zeros:0.03573544695973396
- 09/20 01:16:15: train_ones:0.044840991497039795
- 09/20 01:16:15: train_distortion:0.15204733610153198
- 09/20 01:16:15: train_loss:1.3789366483688354
- 09/20 01:16:16: ==========Train Epoch 6 Step: 6029
- 09/20 01:16:16: bpp_ae: [0.378]
- 09/20 01:16:16: bpp_hyper: [0.1133]
- 09/20 01:16:16: bpp: [0.4913]
- 09/20 01:16:16: IoU: [0.6566]
- 09/20 01:18:35: train_zeros:0.04027380421757698
- 09/20 01:18:35: train_ones:0.044578030705451965
- 09/20 01:18:35: train_distortion:0.1653994470834732
- 09/20 01:18:35: train_loss:1.4492677450180054
- 09/20 01:18:35: ==========Train Epoch 6 Step: 6059
- 09/20 01:18:35: bpp_ae: [0.3751]
- 09/20 01:18:35: bpp_hyper: [0.1128]
- 09/20 01:18:35: bpp: [0.4879]
- 09/20 01:18:35: IoU: [0.6692]
- 09/20 01:20:56: train_zeros:0.04491141811013222
- 09/20 01:20:56: train_ones:0.051009561866521835
- 09/20 01:20:56: train_distortion:0.18574382364749908
- 09/20 01:20:56: train_loss:1.6042921543121338
- 09/20 01:20:56: ==========Train Epoch 6 Step: 6089
- 09/20 01:20:56: bpp_ae: [0.3817]
- 09/20 01:20:56: bpp_hyper: [0.113]
- 09/20 01:20:56: bpp: [0.4946]
- 09/20 01:20:56: IoU: [0.6597]
- 09/20 01:23:19: train_zeros:0.03259848430752754
- 09/20 01:23:19: train_ones:0.05939185991883278
- 09/20 01:23:19: train_distortion:0.1571873128414154
- 09/20 01:23:19: train_loss:1.4471898078918457
- 09/20 01:23:19: ==========Train Epoch 6 Step: 6119
- 09/20 01:23:19: bpp_ae: [0.3729]
- 09/20 01:23:19: bpp_hyper: [0.1114]
- 09/20 01:23:19: bpp: [0.4844]
- 09/20 01:23:19: IoU: [0.6646]
- 09/20 01:25:43: train_zeros:0.03177535533905029
- 09/20 01:25:43: train_ones:0.04460666701197624
- 09/20 01:25:43: train_distortion:0.13993273675441742
- 09/20 01:25:43: train_loss:1.277511715888977
- 09/20 01:25:43: ==========Train Epoch 6 Step: 6149
- 09/20 01:25:43: bpp_ae: [0.3753]
- 09/20 01:25:43: bpp_hyper: [0.1118]
- 09/20 01:25:43: bpp: [0.4871]
- 09/20 01:25:43: IoU: [0.6713]
- 09/20 01:28:05: train_zeros:0.033893462270498276
- 09/20 01:28:05: train_ones:0.046755753457546234
- 09/20 01:28:05: train_distortion:0.14843612909317017
- 09/20 01:28:05: train_loss:1.3362689018249512
- 09/20 01:28:06: ==========Train Epoch 6 Step: 6179
- 09/20 01:28:06: bpp_ae: [0.3728]
- 09/20 01:28:06: bpp_hyper: [0.1133]
- 09/20 01:28:06: bpp: [0.4861]
- 09/20 01:28:06: IoU: [0.6597]
- 09/20 01:30:27: train_zeros:0.029897615313529968
- 09/20 01:30:27: train_ones:0.04378604143857956
- 09/20 01:30:27: train_distortion:0.13347887992858887
- 09/20 01:30:27: train_loss:1.304608702659607
- 09/20 01:30:28: ==========Train Epoch 6 Step: 6209
- 09/20 01:30:28: bpp_ae: [0.3682]
- 09/20 01:30:28: bpp_hyper: [0.1096]
- 09/20 01:30:28: bpp: [0.4777]
- 09/20 01:30:28: IoU: [0.6591]
- 09/20 01:32:49: train_zeros:0.03276711329817772
- 09/20 01:32:49: train_ones:0.04898591712117195
- 09/20 01:32:49: train_distortion:0.1472872495651245
- 09/20 01:32:49: train_loss:1.3667360544204712
- 09/20 01:32:50: ==========Train Epoch 6 Step: 6239
- 09/20 01:32:50: bpp_ae: [0.3738]
- 09/20 01:32:50: bpp_hyper: [0.1129]
- 09/20 01:32:50: bpp: [0.4867]
- 09/20 01:32:50: IoU: [0.6621]
- 09/20 01:35:10: train_zeros:0.028094302862882614
- 09/20 01:35:10: train_ones:0.05936117842793465
- 09/20 01:35:10: train_distortion:0.1436440795660019
- 09/20 01:35:10: train_loss:1.4103875160217285
- 09/20 01:35:10: ==========Train Epoch 6 Step: 6269
- 09/20 01:35:10: bpp_ae: [0.4095]
- 09/20 01:35:10: bpp_hyper: [0.1117]
- 09/20 01:35:10: bpp: [0.5212]
- 09/20 01:35:10: IoU: [0.6623]
- 09/20 01:37:33: train_zeros:0.028440339490771294
- 09/20 01:37:33: train_ones:0.04171251133084297
- 09/20 01:37:33: train_distortion:0.127033531665802
- 09/20 01:37:33: train_loss:1.2746152877807617
- 09/20 01:37:33: ==========Train Epoch 6 Step: 6299
- 09/20 01:37:33: bpp_ae: [0.3888]
- 09/20 01:37:33: bpp_hyper: [0.1137]
- 09/20 01:37:33: bpp: [0.5024]
- 09/20 01:37:33: IoU: [0.6478]
- 09/20 01:37:33: Iteration:299 ,save model!
- 09/20 01:39:56: train_zeros:0.03837970271706581
- 09/20 01:39:56: train_ones:0.049967486411333084
- 09/20 01:39:56: train_distortion:0.16510659456253052
- 09/20 01:39:56: train_loss:1.4530729055404663
- 09/20 01:39:57: ==========Train Epoch 6 Step: 6329
- 09/20 01:39:57: bpp_ae: [0.3769]
- 09/20 01:39:57: bpp_hyper: [0.1145]
- 09/20 01:39:57: bpp: [0.4914]
- 09/20 01:39:57: IoU: [0.6633]
- 09/20 01:42:16: train_zeros:0.03412860631942749
- 09/20 01:42:16: train_ones:0.04500940814614296
- 09/20 01:42:16: train_distortion:0.14739522337913513
- 09/20 01:42:16: train_loss:1.343707799911499
- 09/20 01:42:17: ==========Train Epoch 6 Step: 6359
- 09/20 01:42:17: bpp_ae: [0.3711]
- 09/20 01:42:17: bpp_hyper: [0.1128]
- 09/20 01:42:17: bpp: [0.4839]
- 09/20 01:42:17: IoU: [0.6634]
- 09/20 01:44:38: train_zeros:0.02914469875395298
- 09/20 01:44:38: train_ones:0.05610676482319832
- 09/20 01:44:38: train_distortion:0.1435408592224121
- 09/20 01:44:38: train_loss:1.3629289865493774
- 09/20 01:44:38: ==========Train Epoch 6 Step: 6389
- 09/20 01:44:38: bpp_ae: [0.3712]
- 09/20 01:44:38: bpp_hyper: [0.113]
- 09/20 01:44:38: bpp: [0.4843]
- 09/20 01:44:38: IoU: [0.6654]
- 09/20 01:47:01: train_zeros:0.031161827966570854
- 09/20 01:47:01: train_ones:0.043468598276376724
- 09/20 01:47:01: train_distortion:0.13695408403873444
- 09/20 01:47:01: train_loss:1.2991464138031006
- 09/20 01:47:01: ==========Train Epoch 6 Step: 6419
- 09/20 01:47:01: bpp_ae: [0.3732]
- 09/20 01:47:01: bpp_hyper: [0.1144]
- 09/20 01:47:01: bpp: [0.4876]
- 09/20 01:47:01: IoU: [0.6601]
- 09/20 01:49:23: train_zeros:0.024050842970609665
- 09/20 01:49:23: train_ones:0.040285900235176086
- 09/20 01:49:23: train_distortion:0.11243842542171478
- 09/20 01:49:23: train_loss:1.146426796913147
- 09/20 01:49:23: ==========Train Epoch 6 Step: 6449
- 09/20 01:49:23: bpp_ae: [0.3738]
- 09/20 01:49:23: bpp_hyper: [0.1171]
- 09/20 01:49:23: bpp: [0.4909]
- 09/20 01:49:23: IoU: [0.6654]
- 09/20 01:51:43: train_zeros:0.03241372108459473
- 09/20 01:51:43: train_ones:0.0447891540825367
- 09/20 01:51:43: train_distortion:0.14203031361103058
- 09/20 01:51:43: train_loss:1.3505803346633911
- 09/20 01:51:44: ==========Train Epoch 6 Step: 6479
- 09/20 01:51:44: bpp_ae: [0.4168]
- 09/20 01:51:44: bpp_hyper: [0.1186]
- 09/20 01:51:44: bpp: [0.5354]
- 09/20 01:51:44: IoU: [0.6526]
- 09/20 01:54:06: train_zeros:0.024969397112727165
- 09/20 01:54:06: train_ones:0.04433600977063179
- 09/20 01:54:06: train_distortion:0.11924420297145844
- 09/20 01:54:06: train_loss:1.2440401315689087
- 09/20 01:54:07: ==========Train Epoch 6 Step: 6509
- 09/20 01:54:07: bpp_ae: [0.3769]
- 09/20 01:54:07: bpp_hyper: [0.1118]
- 09/20 01:54:07: bpp: [0.4887]
- 09/20 01:54:07: IoU: [0.6584]
- 09/20 01:56:28: train_zeros:0.038197312504053116
- 09/20 01:56:28: train_ones:0.04266292229294777
- 09/20 01:56:28: train_distortion:0.15725485980510712
- 09/20 01:56:28: train_loss:1.4343124628067017
- 09/20 01:56:28: ==========Train Epoch 6 Step: 6539
- 09/20 01:56:28: bpp_ae: [0.3821]
- 09/20 01:56:28: bpp_hyper: [0.115]
- 09/20 01:56:28: bpp: [0.4972]
- 09/20 01:56:28: IoU: [0.6658]
- 09/20 01:58:50: train_zeros:0.025494050234556198
- 09/20 01:58:50: train_ones:0.042768269777297974
- 09/20 01:58:50: train_distortion:0.11925041675567627
- 09/20 01:58:50: train_loss:1.2308952808380127
- 09/20 01:58:50: ==========Train Epoch 6 Step: 6569
- 09/20 01:58:50: bpp_ae: [0.3768]
- 09/20 01:58:50: bpp_hyper: [0.1124]
- 09/20 01:58:50: bpp: [0.4892]
- 09/20 01:58:50: IoU: [0.6515]
- 09/20 02:01:13: train_zeros:0.039037954062223434
- 09/20 02:01:13: train_ones:0.046709757298231125
- 09/20 02:01:13: train_distortion:0.16382361948490143
- 09/20 02:01:13: train_loss:1.4196131229400635
- 09/20 02:01:14: ==========Train Epoch 6 Step: 6599
- 09/20 02:01:14: bpp_ae: [0.3763]
- 09/20 02:01:14: bpp_hyper: [0.1118]
- 09/20 02:01:14: bpp: [0.4881]
- 09/20 02:01:14: IoU: [0.6633]
- 09/20 02:01:14: Iteration:599 ,save model!
- 09/20 02:03:34: train_zeros:0.03426253795623779
- 09/20 02:03:34: train_ones:0.05013389512896538
- 09/20 02:03:34: train_distortion:0.15292151272296906
- 09/20 02:03:34: train_loss:1.3792638778686523
- 09/20 02:03:34: ==========Train Epoch 6 Step: 6629
- 09/20 02:03:34: bpp_ae: [0.3783]
- 09/20 02:03:34: bpp_hyper: [0.1115]
- 09/20 02:03:34: bpp: [0.4898]
- 09/20 02:03:34: IoU: [0.6613]
- 09/20 02:05:54: train_zeros:0.03884599730372429
- 09/20 02:05:54: train_ones:0.04352319613099098
- 09/20 02:05:54: train_distortion:0.16006118059158325
- 09/20 02:05:54: train_loss:1.425538182258606
- 09/20 02:05:54: ==========Train Epoch 6 Step: 6659
- 09/20 02:05:54: bpp_ae: [0.374]
- 09/20 02:05:54: bpp_hyper: [0.1136]
- 09/20 02:05:54: bpp: [0.4876]
- 09/20 02:05:54: IoU: [0.655]
- 09/20 02:08:18: train_zeros:0.03454839810729027
- 09/20 02:08:18: train_ones:0.04433762654662132
- 09/20 02:08:18: train_distortion:0.14798282086849213
- 09/20 02:08:18: train_loss:1.3406872749328613
- 09/20 02:08:19: ==========Train Epoch 6 Step: 6689
- 09/20 02:08:19: bpp_ae: [0.3798]
- 09/20 02:08:19: bpp_hyper: [0.1128]
- 09/20 02:08:19: bpp: [0.4926]
- 09/20 02:08:19: IoU: [0.6637]
- 09/20 02:10:41: train_zeros:0.030719837173819542
- 09/20 02:10:41: train_ones:0.04293140023946762
- 09/20 02:10:41: train_distortion:0.1350909173488617
- 09/20 02:10:41: train_loss:1.3091188669204712
- 09/20 02:10:41: ==========Train Epoch 6 Step: 6719
- 09/20 02:10:41: bpp_ae: [0.3787]
- 09/20 02:10:41: bpp_hyper: [0.1155]
- 09/20 02:10:41: bpp: [0.4943]
- 09/20 02:10:41: IoU: [0.6697]
- 09/20 02:13:02: train_zeros:0.025934232398867607
- 09/20 02:13:02: train_ones:0.04623937979340553
- 09/20 02:13:02: train_distortion:0.1240420788526535
- 09/20 02:13:02: train_loss:1.2742223739624023
- 09/20 02:13:02: ==========Train Epoch 6 Step: 6749
- 09/20 02:13:02: bpp_ae: [0.373]
- 09/20 02:13:02: bpp_hyper: [0.1155]
- 09/20 02:13:02: bpp: [0.4885]
- 09/20 02:13:02: IoU: [0.6687]
- 09/20 02:15:24: train_zeros:0.029101526364684105
- 09/20 02:15:24: train_ones:0.048840995877981186
- 09/20 02:15:24: train_distortion:0.13614557683467865
- 09/20 02:15:24: train_loss:1.315092921257019
- 09/20 02:15:24: ==========Train Epoch 6 Step: 6779
- 09/20 02:15:24: bpp_ae: [0.3646]
- 09/20 02:15:24: bpp_hyper: [0.1094]
- 09/20 02:15:24: bpp: [0.474]
- 09/20 02:15:24: IoU: [0.6588]
- 09/20 02:17:44: train_zeros:0.018143408000469208
- 09/20 02:17:44: train_ones:0.038907766342163086
- 09/20 02:17:44: train_distortion:0.09333799034357071
- 09/20 02:17:44: train_loss:1.0729082822799683
- 09/20 02:17:45: ==========Train Epoch 6 Step: 6809
- 09/20 02:17:45: bpp_ae: [0.3754]
- 09/20 02:17:45: bpp_hyper: [0.1129]
- 09/20 02:17:45: bpp: [0.4883]
- 09/20 02:17:45: IoU: [0.669]
- 09/20 02:20:05: train_zeros:0.024142736569046974
- 09/20 02:20:05: train_ones:0.04479122906923294
- 09/20 02:20:05: train_distortion:0.11721944063901901
- 09/20 02:20:05: train_loss:1.2042920589447021
- 09/20 02:20:05: ==========Train Epoch 6 Step: 6839
- 09/20 02:20:05: bpp_ae: [0.3745]
- 09/20 02:20:05: bpp_hyper: [0.1134]
- 09/20 02:20:05: bpp: [0.488]
- 09/20 02:20:05: IoU: [0.6625]
- 09/20 02:22:24: train_zeros:0.028471814468503
- 09/20 02:22:24: train_ones:0.04445365443825722
- 09/20 02:22:24: train_distortion:0.12986910343170166
- 09/20 02:22:24: train_loss:1.2948073148727417
- 09/20 02:22:24: ==========Train Epoch 6 Step: 6869
- 09/20 02:22:24: bpp_ae: [0.3758]
- 09/20 02:22:24: bpp_hyper: [0.1118]
- 09/20 02:22:24: bpp: [0.4876]
- 09/20 02:22:24: IoU: [0.6573]
- 09/20 02:24:48: train_zeros:0.03892863169312477
- 09/20 02:24:48: train_ones:0.04838692396879196
- 09/20 02:24:48: train_distortion:0.16517281532287598
- 09/20 02:24:48: train_loss:1.4957165718078613
- 09/20 02:24:48: ==========Train Epoch 6 Step: 6899
- 09/20 02:24:48: bpp_ae: [0.3753]
- 09/20 02:24:48: bpp_hyper: [0.1143]
- 09/20 02:24:48: bpp: [0.4896]
- 09/20 02:24:48: IoU: [0.6696]
- 09/20 02:24:48: Iteration:899 ,save model!
- 09/20 02:27:09: train_zeros:0.03330375999212265
- 09/20 02:27:09: train_ones:0.051241446286439896
- 09/20 02:27:09: train_distortion:0.15115272998809814
- 09/20 02:27:09: train_loss:1.3857170343399048
- 09/20 02:27:09: ==========Train Epoch 6 Step: 6929
- 09/20 02:27:09: bpp_ae: [0.3723]
- 09/20 02:27:09: bpp_hyper: [0.1136]
- 09/20 02:27:09: bpp: [0.4859]
- 09/20 02:27:09: IoU: [0.6613]
- 09/20 02:29:31: train_zeros:0.020009344443678856
- 09/20 02:29:31: train_ones:0.045586761087179184
- 09/20 02:29:31: train_distortion:0.1056147962808609
- 09/20 02:29:31: train_loss:1.1406607627868652
- 09/20 02:29:31: ==========Train Epoch 6 Step: 6959
- 09/20 02:29:31: bpp_ae: [0.3808]
- 09/20 02:29:31: bpp_hyper: [0.1156]
- 09/20 02:29:31: bpp: [0.4964]
- 09/20 02:29:31: IoU: [0.6626]
- 09/20 02:31:51: train_zeros:0.01907629892230034
- 09/20 02:31:51: train_ones:0.03321108967065811
- 09/20 02:31:51: train_distortion:0.09043999016284943
- 09/20 02:31:51: train_loss:1.0733685493469238
- 09/20 02:31:51: ==========Train Epoch 6 Step: 6989
- 09/20 02:31:51: bpp_ae: [0.3752]
- 09/20 02:31:51: bpp_hyper: [0.1155]
- 09/20 02:31:51: bpp: [0.4907]
- 09/20 02:31:51: IoU: [0.6692]
- 09/20 02:32:38: Testing Files length:10
- 09/20 02:32:59: ==========Test Epoch 7 Step: 7
- 09/20 02:32:59: bpp_ae: [0.3215]
- 09/20 02:32:59: bpp_hyper: [0.0933]
- 09/20 02:32:59: bpp: [0.4148]
- 09/20 02:32:59: IoU: [0.6423]
- 09/20 02:32:59: ========================================
- Training Epoch: 7
- 09/20 02:32:59: alpha:6 beta:3.0
- 09/20 02:32:59: LR:[1e-05]
- 09/20 02:32:59: Training Files length:1000
- 09/20 02:35:19: train_zeros:0.03348955512046814
- 09/20 02:35:19: train_ones:0.044674091041088104
- 09/20 02:35:19: train_distortion:0.14514276385307312
- 09/20 02:35:19: train_loss:1.3511011600494385
- 09/20 02:35:19: ==========Train Epoch 7 Step: 7029
- 09/20 02:35:19: bpp_ae: [0.3759]
- 09/20 02:35:19: bpp_hyper: [0.1133]
- 09/20 02:35:19: bpp: [0.4892]
- 09/20 02:35:19: IoU: [0.6694]
- 09/20 02:37:41: train_zeros:0.04119173437356949
- 09/20 02:37:41: train_ones:0.04915817454457283
- 09/20 02:37:41: train_distortion:0.1727333813905716
- 09/20 02:37:41: train_loss:1.5052450895309448
- 09/20 02:37:41: ==========Train Epoch 7 Step: 7059
- 09/20 02:37:41: bpp_ae: [0.3847]
- 09/20 02:37:41: bpp_hyper: [0.1124]
- 09/20 02:37:41: bpp: [0.4971]
- 09/20 02:37:41: IoU: [0.6557]
- 09/20 02:40:06: train_zeros:0.03183584287762642
- 09/20 02:40:06: train_ones:0.04443426430225372
- 09/20 02:40:06: train_distortion:0.13994179666042328
- 09/20 02:40:06: train_loss:1.3480923175811768
- 09/20 02:40:07: ==========Train Epoch 7 Step: 7089
- 09/20 02:40:07: bpp_ae: [0.381]
- 09/20 02:40:07: bpp_hyper: [0.1148]
- 09/20 02:40:07: bpp: [0.4958]
- 09/20 02:40:07: IoU: [0.6658]
- 09/20 02:42:28: train_zeros:0.045639973133802414
- 09/20 02:42:28: train_ones:0.04786054790019989
- 09/20 02:42:28: train_distortion:0.18478046357631683
- 09/20 02:42:28: train_loss:1.5615456104278564
- 09/20 02:42:28: ==========Train Epoch 7 Step: 7119
- 09/20 02:42:28: bpp_ae: [0.3765]
- 09/20 02:42:28: bpp_hyper: [0.1117]
- 09/20 02:42:28: bpp: [0.4882]
- 09/20 02:42:28: IoU: [0.6657]
- 09/20 02:44:52: train_zeros:0.03653046116232872
- 09/20 02:44:52: train_ones:0.047404978424310684
- 09/20 02:44:52: train_distortion:0.15699635446071625
- 09/20 02:44:52: train_loss:1.4200557470321655
- 09/20 02:44:52: ==========Train Epoch 7 Step: 7149
- 09/20 02:44:52: bpp_ae: [0.3687]
- 09/20 02:44:52: bpp_hyper: [0.1093]
- 09/20 02:44:52: bpp: [0.4779]
- 09/20 02:44:52: IoU: [0.655]
- 09/20 02:47:15: train_zeros:0.027554402127861977
- 09/20 02:47:15: train_ones:0.05603399500250816
- 09/20 02:47:15: train_distortion:0.13869720697402954
- 09/20 02:47:15: train_loss:1.3243216276168823
- 09/20 02:47:15: ==========Train Epoch 7 Step: 7179
- 09/20 02:47:15: bpp_ae: [0.3852]
- 09/20 02:47:15: bpp_hyper: [0.1165]
- 09/20 02:47:15: bpp: [0.5016]
- 09/20 02:47:15: IoU: [0.6601]
- 09/20 02:49:35: train_zeros:0.04097408056259155
- 09/20 02:49:35: train_ones:0.046590276062488556
- 09/20 02:49:35: train_distortion:0.16951251029968262
- 09/20 02:49:35: train_loss:1.4433329105377197
- 09/20 02:49:35: ==========Train Epoch 7 Step: 7209
- 09/20 02:49:35: bpp_ae: [0.3786]
- 09/20 02:49:35: bpp_hyper: [0.1157]
- 09/20 02:49:35: bpp: [0.4943]
- 09/20 02:49:35: IoU: [0.6658]
- 09/20 02:51:55: train_zeros:0.03459444269537926
- 09/20 02:51:55: train_ones:0.03806494176387787
- 09/20 02:51:55: train_distortion:0.14184826612472534
- 09/20 02:51:55: train_loss:1.3268591165542603
- 09/20 02:51:55: ==========Train Epoch 7 Step: 7239
- 09/20 02:51:55: bpp_ae: [0.3766]
- 09/20 02:51:55: bpp_hyper: [0.1133]
- 09/20 02:51:55: bpp: [0.4898]
- 09/20 02:51:55: IoU: [0.6673]
- 09/20 02:54:17: train_zeros:0.022667694836854935
- 09/20 02:54:17: train_ones:0.05451415106654167
- 09/20 02:54:17: train_distortion:0.12251724302768707
- 09/20 02:54:17: train_loss:1.2561156749725342
- 09/20 02:54:17: ==========Train Epoch 7 Step: 7269
- 09/20 02:54:17: bpp_ae: [0.3718]
- 09/20 02:54:17: bpp_hyper: [0.1132]
- 09/20 02:54:17: bpp: [0.485]
- 09/20 02:54:17: IoU: [0.661]
- 09/20 02:56:38: train_zeros:0.019567854702472687
- 09/20 02:56:38: train_ones:0.04128771275281906
- 09/20 02:56:38: train_distortion:0.09999127686023712
- 09/20 02:56:38: train_loss:1.087071418762207
- 09/20 02:56:39: ==========Train Epoch 7 Step: 7299
- 09/20 02:56:39: bpp_ae: [0.3733]
- 09/20 02:56:39: bpp_hyper: [0.1158]
- 09/20 02:56:39: bpp: [0.4891]
- 09/20 02:56:39: IoU: [0.6663]
- 09/20 02:56:39: Iteration:299 ,save model!
- 09/20 02:59:01: train_zeros:0.033445101231336594
- 09/20 02:59:01: train_ones:0.03516152873635292
- 09/20 02:59:01: train_distortion:0.1354968249797821
- 09/20 02:59:01: train_loss:1.2930214405059814
- 09/20 02:59:02: ==========Train Epoch 7 Step: 7329
- 09/20 02:59:02: bpp_ae: [0.374]
- 09/20 02:59:02: bpp_hyper: [0.1128]
- 09/20 02:59:02: bpp: [0.4868]
- 09/20 02:59:02: IoU: [0.6687]
- 09/20 03:01:21: train_zeros:0.03894883766770363
- 09/20 03:01:21: train_ones:0.051828134804964066
- 09/20 03:01:21: train_distortion:0.16867464780807495
- 09/20 03:01:21: train_loss:1.5270665884017944
- 09/20 03:01:22: ==========Train Epoch 7 Step: 7359
- 09/20 03:01:22: bpp_ae: [0.3731]
- 09/20 03:01:22: bpp_hyper: [0.1117]
- 09/20 03:01:22: bpp: [0.4849]
- 09/20 03:01:22: IoU: [0.6606]
- 09/20 03:03:45: train_zeros:0.03125008940696716
- 09/20 03:03:45: train_ones:0.03252553194761276
- 09/20 03:03:45: train_distortion:0.12627580761909485
- 09/20 03:03:45: train_loss:1.2413501739501953
- 09/20 03:03:45: ==========Train Epoch 7 Step: 7389
- 09/20 03:03:45: bpp_ae: [0.3771]
- 09/20 03:03:45: bpp_hyper: [0.1149]
- 09/20 03:03:45: bpp: [0.492]
- 09/20 03:03:45: IoU: [0.6667]
- 09/20 03:06:06: train_zeros:0.01608598418533802
- 09/20 03:06:06: train_ones:0.047900788486003876
- 09/20 03:06:06: train_distortion:0.09615874290466309
- 09/20 03:06:06: train_loss:1.1188254356384277
- 09/20 03:06:06: ==========Train Epoch 7 Step: 7419
- 09/20 03:06:06: bpp_ae: [0.3777]
- 09/20 03:06:06: bpp_hyper: [0.116]
- 09/20 03:06:06: bpp: [0.4937]
- 09/20 03:06:06: IoU: [0.6593]
- 09/20 03:08:25: train_zeros:0.0404854379594326
- 09/20 03:08:25: train_ones:0.04899987950921059
- 09/20 03:08:25: train_distortion:0.1704561859369278
- 09/20 03:08:25: train_loss:1.4695395231246948
- 09/20 03:08:26: ==========Train Epoch 7 Step: 7449
- 09/20 03:08:26: bpp_ae: [0.3762]
- 09/20 03:08:26: bpp_hyper: [0.1137]
- 09/20 03:08:26: bpp: [0.4898]
- 09/20 03:08:26: IoU: [0.6629]
- 09/20 03:10:47: train_zeros:0.05090208351612091
- 09/20 03:10:47: train_ones:0.052355360239744186
- 09/20 03:10:47: train_distortion:0.20506161451339722
- 09/20 03:10:47: train_loss:1.6625267267227173
- 09/20 03:10:47: ==========Train Epoch 7 Step: 7479
- 09/20 03:10:47: bpp_ae: [0.3739]
- 09/20 03:10:47: bpp_hyper: [0.1122]
- 09/20 03:10:47: bpp: [0.4861]
- 09/20 03:10:47: IoU: [0.6636]
- 09/20 03:13:07: train_zeros:0.034535471349954605
- 09/20 03:13:07: train_ones:0.05715533718466759
- 09/20 03:13:07: train_distortion:0.160761758685112
- 09/20 03:13:07: train_loss:1.4682255983352661
- 09/20 03:13:07: ==========Train Epoch 7 Step: 7509
- 09/20 03:13:07: bpp_ae: [0.3726]
- 09/20 03:13:07: bpp_hyper: [0.1132]
- 09/20 03:13:07: bpp: [0.4858]
- 09/20 03:13:07: IoU: [0.6616]
- 09/20 03:15:30: train_zeros:0.03485202416777611
- 09/20 03:15:30: train_ones:0.04422644153237343
- 09/20 03:15:30: train_distortion:0.14878250658512115
- 09/20 03:15:30: train_loss:1.3459340333938599
- 09/20 03:15:30: ==========Train Epoch 7 Step: 7539
- 09/20 03:15:30: bpp_ae: [0.3742]
- 09/20 03:15:30: bpp_hyper: [0.115]
- 09/20 03:15:30: bpp: [0.4892]
- 09/20 03:15:30: IoU: [0.6612]
- 09/20 03:17:52: train_zeros:0.02480548433959484
- 09/20 03:17:52: train_ones:0.05060730129480362
- 09/20 03:17:52: train_distortion:0.125023752450943
- 09/20 03:17:52: train_loss:1.271297574043274
- 09/20 03:17:52: ==========Train Epoch 7 Step: 7569
- 09/20 03:17:52: bpp_ae: [0.3747]
- 09/20 03:17:52: bpp_hyper: [0.114]
- 09/20 03:17:52: bpp: [0.4887]
- 09/20 03:17:52: IoU: [0.6675]
- 09/20 03:20:16: train_zeros:0.03575843572616577
- 09/20 03:20:16: train_ones:0.05045454204082489
- 09/20 03:20:16: train_distortion:0.1577298492193222
- 09/20 03:20:16: train_loss:1.4002662897109985
- 09/20 03:20:16: ==========Train Epoch 7 Step: 7599
- 09/20 03:20:16: bpp_ae: [0.3754]
- 09/20 03:20:16: bpp_hyper: [0.1128]
- 09/20 03:20:16: bpp: [0.4882]
- 09/20 03:20:16: IoU: [0.6671]
- 09/20 03:20:16: Iteration:599 ,save model!
- 09/20 03:22:35: train_zeros:0.0320625901222229
- 09/20 03:22:35: train_ones:0.050161875784397125
- 09/20 03:22:35: train_distortion:0.14634963870048523
- 09/20 03:22:35: train_loss:1.3759818077087402
- 09/20 03:22:36: ==========Train Epoch 7 Step: 7629
- 09/20 03:22:36: bpp_ae: [0.3715]
- 09/20 03:22:36: bpp_hyper: [0.115]
- 09/20 03:22:36: bpp: [0.4864]
- 09/20 03:22:36: IoU: [0.6672]
- 09/20 03:24:56: train_zeros:0.02917415276169777
- 09/20 03:24:56: train_ones:0.03726652264595032
- 09/20 03:24:56: train_distortion:0.12478898465633392
- 09/20 03:24:56: train_loss:1.2085782289505005
- 09/20 03:24:57: ==========Train Epoch 7 Step: 7659
- 09/20 03:24:57: bpp_ae: [0.3759]
- 09/20 03:24:57: bpp_hyper: [0.1151]
- 09/20 03:24:57: bpp: [0.4909]
- 09/20 03:24:57: IoU: [0.6656]
- 09/20 03:27:17: train_zeros:0.023802829906344414
- 09/20 03:27:17: train_ones:0.040323227643966675
- 09/20 03:27:17: train_distortion:0.11173171550035477
- 09/20 03:27:17: train_loss:1.182713508605957
- 09/20 03:27:17: ==========Train Epoch 7 Step: 7689
- 09/20 03:27:17: bpp_ae: [0.376]
- 09/20 03:27:17: bpp_hyper: [0.1125]
- 09/20 03:27:17: bpp: [0.4885]
- 09/20 03:27:17: IoU: [0.6558]
- 09/20 03:29:38: train_zeros:0.03290262073278427
- 09/20 03:29:38: train_ones:0.047108519822359085
- 09/20 03:29:38: train_distortion:0.1458163857460022
- 09/20 03:29:38: train_loss:1.3319737911224365
- 09/20 03:29:38: ==========Train Epoch 7 Step: 7719
- 09/20 03:29:38: bpp_ae: [0.3693]
- 09/20 03:29:38: bpp_hyper: [0.1099]
- 09/20 03:29:38: bpp: [0.4792]
- 09/20 03:29:38: IoU: [0.6571]
- 09/20 03:32:02: train_zeros:0.027960360050201416
- 09/20 03:32:02: train_ones:0.04750854894518852
- 09/20 03:32:02: train_distortion:0.13138963282108307
- 09/20 03:32:02: train_loss:1.2820417881011963
- 09/20 03:32:02: ==========Train Epoch 7 Step: 7749
- 09/20 03:32:02: bpp_ae: [0.3734]
- 09/20 03:32:02: bpp_hyper: [0.11]
- 09/20 03:32:02: bpp: [0.4834]
- 09/20 03:32:02: IoU: [0.6605]
- 09/20 03:34:27: train_zeros:0.026097699999809265
- 09/20 03:34:27: train_ones:0.05232790485024452
- 09/20 03:34:27: train_distortion:0.13062100112438202
- 09/20 03:34:27: train_loss:1.3082153797149658
- 09/20 03:34:27: ==========Train Epoch 7 Step: 7779
- 09/20 03:34:27: bpp_ae: [0.3799]
- 09/20 03:34:27: bpp_hyper: [0.115]
- 09/20 03:34:27: bpp: [0.4949]
- 09/20 03:34:27: IoU: [0.6567]
- 09/20 03:36:48: train_zeros:0.033003177493810654
- 09/20 03:36:48: train_ones:0.049812864512205124
- 09/20 03:36:48: train_distortion:0.14882239699363708
- 09/20 03:36:48: train_loss:1.3824248313903809
- 09/20 03:36:48: ==========Train Epoch 7 Step: 7809
- 09/20 03:36:48: bpp_ae: [0.3723]
- 09/20 03:36:48: bpp_hyper: [0.1104]
- 09/20 03:36:48: bpp: [0.4827]
- 09/20 03:36:48: IoU: [0.6654]
- 09/20 03:39:12: train_zeros:0.03528350591659546
- 09/20 03:39:12: train_ones:0.042212508618831635
- 09/20 03:39:12: train_distortion:0.1480630338191986
- 09/20 03:39:12: train_loss:1.3597195148468018
- 09/20 03:39:12: ==========Train Epoch 7 Step: 7839
- 09/20 03:39:12: bpp_ae: [0.3695]
- 09/20 03:39:12: bpp_hyper: [0.111]
- 09/20 03:39:12: bpp: [0.4806]
- 09/20 03:39:12: IoU: [0.6682]
- 09/20 03:41:34: train_zeros:0.034634534269571304
- 09/20 03:41:34: train_ones:0.04219682514667511
- 09/20 03:41:34: train_distortion:0.14610043168067932
- 09/20 03:41:34: train_loss:1.3465521335601807
- 09/20 03:41:35: ==========Train Epoch 7 Step: 7869
- 09/20 03:41:35: bpp_ae: [0.3794]
- 09/20 03:41:35: bpp_hyper: [0.1133]
- 09/20 03:41:35: bpp: [0.4926]
- 09/20 03:41:35: IoU: [0.666]
- 09/20 03:43:56: train_zeros:0.03667716681957245
- 09/20 03:43:56: train_ones:0.0391918383538723
- 09/20 03:43:56: train_distortion:0.14922334253787994
- 09/20 03:43:56: train_loss:1.3561681509017944
- 09/20 03:43:56: ==========Train Epoch 7 Step: 7899
- 09/20 03:43:56: bpp_ae: [0.3674]
- 09/20 03:43:56: bpp_hyper: [0.1126]
- 09/20 03:43:56: bpp: [0.48]
- 09/20 03:43:56: IoU: [0.6686]
- 09/20 03:43:56: Iteration:899 ,save model!
- 09/20 03:46:19: train_zeros:0.022284293547272682
- 09/20 03:46:19: train_ones:0.044758282601833344
- 09/20 03:46:19: train_distortion:0.11161116510629654
- 09/20 03:46:19: train_loss:1.1593408584594727
- 09/20 03:46:19: ==========Train Epoch 7 Step: 7929
- 09/20 03:46:19: bpp_ae: [0.3692]
- 09/20 03:46:19: bpp_hyper: [0.1124]
- 09/20 03:46:19: bpp: [0.4817]
- 09/20 03:46:19: IoU: [0.6598]
- 09/20 03:48:38: train_zeros:0.04383829981088638
- 09/20 03:48:39: train_ones:0.04903775081038475
- 09/20 03:48:39: train_distortion:0.1805526614189148
- 09/20 03:48:39: train_loss:1.5616939067840576
- 09/20 03:48:39: ==========Train Epoch 7 Step: 7959
- 09/20 03:48:39: bpp_ae: [0.374]
- 09/20 03:48:39: bpp_hyper: [0.1091]
- 09/20 03:48:39: bpp: [0.4831]
- 09/20 03:48:39: IoU: [0.6548]
- 09/20 03:51:02: train_zeros:0.03072713501751423
- 09/20 03:51:02: train_ones:0.05122394114732742
- 09/20 03:51:02: train_distortion:0.14340534806251526
- 09/20 03:51:02: train_loss:1.324260950088501
- 09/20 03:51:02: ==========Train Epoch 7 Step: 7989
- 09/20 03:51:02: bpp_ae: [0.3694]
- 09/20 03:51:02: bpp_hyper: [0.1154]
- 09/20 03:51:02: bpp: [0.4848]
- 09/20 03:51:02: IoU: [0.6683]
- 09/20 03:51:49: Testing Files length:10
- 09/20 03:52:07: ==========Test Epoch 8 Step: 8
- 09/20 03:52:07: bpp_ae: [0.3243]
- 09/20 03:52:07: bpp_hyper: [0.0926]
- 09/20 03:52:07: bpp: [0.4169]
- 09/20 03:52:07: IoU: [0.6353]
- 09/20 03:52:07: ========================================
- Training Epoch: 8
- 09/20 03:52:07: alpha:6 beta:3.0
- 09/20 03:52:07: LR:[1e-05]
- 09/20 03:52:07: Training Files length:1000
- 09/20 03:54:31: train_zeros:0.036075931042432785
- 09/20 03:54:31: train_ones:0.060820817947387695
- 09/20 03:54:31: train_distortion:0.16904860734939575
- 09/20 03:54:31: train_loss:1.4631383419036865
- 09/20 03:54:31: ==========Train Epoch 8 Step: 8029
- 09/20 03:54:31: bpp_ae: [0.3718]
- 09/20 03:54:31: bpp_hyper: [0.1121]
- 09/20 03:54:31: bpp: [0.4839]
- 09/20 03:54:31: IoU: [0.6617]
- 09/20 03:56:51: train_zeros:0.026615779846906662
- 09/20 03:56:51: train_ones:0.04016437008976936
- 09/20 03:56:51: train_distortion:0.12001170217990875
- 09/20 03:56:51: train_loss:1.2158716917037964
- 09/20 03:56:51: ==========Train Epoch 8 Step: 8059
- 09/20 03:56:51: bpp_ae: [0.3735]
- 09/20 03:56:51: bpp_hyper: [0.1123]
- 09/20 03:56:51: bpp: [0.4858]
- 09/20 03:56:51: IoU: [0.6645]
- 09/20 03:59:13: train_zeros:0.0381634384393692
- 09/20 03:59:13: train_ones:0.0456700325012207
- 09/20 03:59:13: train_distortion:0.1601603478193283
- 09/20 03:59:13: train_loss:1.4200336933135986
- 09/20 03:59:14: ==========Train Epoch 8 Step: 8089
- 09/20 03:59:14: bpp_ae: [0.3807]
- 09/20 03:59:14: bpp_hyper: [0.1118]
- 09/20 03:59:14: bpp: [0.4925]
- 09/20 03:59:14: IoU: [0.6696]
- 09/20 04:01:35: train_zeros:0.037699513137340546
- 09/20 04:01:35: train_ones:0.043548863381147385
- 09/20 04:01:35: train_distortion:0.15664739906787872
- 09/20 04:01:35: train_loss:1.4434634447097778
- 09/20 04:01:35: ==========Train Epoch 8 Step: 8119
- 09/20 04:01:35: bpp_ae: [0.3786]
- 09/20 04:01:35: bpp_hyper: [0.1138]
- 09/20 04:01:35: bpp: [0.4923]
- 09/20 04:01:35: IoU: [0.6539]
- 09/20 04:03:55: train_zeros:0.034912288188934326
- 09/20 04:03:55: train_ones:0.04493202641606331
- 09/20 04:03:55: train_distortion:0.149668887257576
- 09/20 04:03:55: train_loss:1.342322587966919
- 09/20 04:03:55: ==========Train Epoch 8 Step: 8149
- 09/20 04:03:55: bpp_ae: [0.367]
- 09/20 04:03:55: bpp_hyper: [0.1124]
- 09/20 04:03:55: bpp: [0.4793]
- 09/20 04:03:55: IoU: [0.6595]
- 09/20 04:06:16: train_zeros:0.015624389052391052
- 09/20 04:06:16: train_ones:0.03417570888996124
- 09/20 04:06:16: train_distortion:0.0810488760471344
- 09/20 04:06:16: train_loss:1.018053650856018
- 09/20 04:06:16: ==========Train Epoch 8 Step: 8179
- 09/20 04:06:16: bpp_ae: [0.3737]
- 09/20 04:06:16: bpp_hyper: [0.1153]
- 09/20 04:06:16: bpp: [0.489]
- 09/20 04:06:16: IoU: [0.673]
- 09/20 04:08:35: train_zeros:0.03215142711997032
- 09/20 04:08:35: train_ones:0.059458907693624496
- 09/20 04:08:35: train_distortion:0.15591318905353546
- 09/20 04:08:35: train_loss:1.413264274597168
- 09/20 04:08:35: ==========Train Epoch 8 Step: 8209
- 09/20 04:08:35: bpp_ae: [0.3761]
- 09/20 04:08:35: bpp_hyper: [0.1144]
- 09/20 04:08:35: bpp: [0.4906]
- 09/20 04:08:35: IoU: [0.6555]
- 09/20 04:10:57: train_zeros:0.031353823840618134
- 09/20 04:10:57: train_ones:0.040412355214357376
- 09/20 04:10:57: train_distortion:0.13447383046150208
- 09/20 04:10:57: train_loss:1.304977297782898
- 09/20 04:10:57: ==========Train Epoch 8 Step: 8239
- 09/20 04:10:57: bpp_ae: [0.3774]
- 09/20 04:10:57: bpp_hyper: [0.1097]
- 09/20 04:10:57: bpp: [0.4871]
- 09/20 04:10:57: IoU: [0.6604]
- 09/20 04:13:18: train_zeros:0.023182138800621033
- 09/20 04:13:18: train_ones:0.038231369107961655
- 09/20 04:13:18: train_distortion:0.10777778923511505
- 09/20 04:13:18: train_loss:1.1731209754943848
- 09/20 04:13:18: ==========Train Epoch 8 Step: 8269
- 09/20 04:13:18: bpp_ae: [0.373]
- 09/20 04:13:18: bpp_hyper: [0.111]
- 09/20 04:13:18: bpp: [0.484]
- 09/20 04:13:18: IoU: [0.6634]
- 09/20 04:15:40: train_zeros:0.028271179646253586
- 09/20 04:15:40: train_ones:0.03614511340856552
- 09/20 04:15:40: train_distortion:0.12095864862203598
- 09/20 04:15:40: train_loss:1.2016465663909912
- 09/20 04:15:40: ==========Train Epoch 8 Step: 8299
- 09/20 04:15:40: bpp_ae: [0.3786]
- 09/20 04:15:40: bpp_hyper: [0.1163]
- 09/20 04:15:40: bpp: [0.495]
- 09/20 04:15:40: IoU: [0.6578]
- 09/20 04:15:40: Iteration:299 ,save model!
- 09/20 04:18:00: train_zeros:0.04304030165076256
- 09/20 04:18:00: train_ones:0.048573512583971024
- 09/20 04:18:00: train_distortion:0.1776944100856781
- 09/20 04:18:00: train_loss:1.519225001335144
- 09/20 04:18:01: ==========Train Epoch 8 Step: 8329
- 09/20 04:18:01: bpp_ae: [0.3718]
- 09/20 04:18:01: bpp_hyper: [0.1109]
- 09/20 04:18:01: bpp: [0.4827]
- 09/20 04:18:01: IoU: [0.6662]
- 09/20 04:20:24: train_zeros:0.027078760787844658
- 09/20 04:20:24: train_ones:0.03682096675038338
- 09/20 04:20:24: train_distortion:0.1180572509765625
- 09/20 04:20:24: train_loss:1.2291018962860107
- 09/20 04:20:24: ==========Train Epoch 8 Step: 8359
- 09/20 04:20:24: bpp_ae: [0.3722]
- 09/20 04:20:24: bpp_hyper: [0.112]
- 09/20 04:20:24: bpp: [0.4842]
- 09/20 04:20:24: IoU: [0.6586]
- 09/20 04:22:45: train_zeros:0.03472799435257912
- 09/20 04:22:45: train_ones:0.04730188474059105
- 09/20 04:22:45: train_distortion:0.151485875248909
- 09/20 04:22:45: train_loss:1.3794870376586914
- 09/20 04:22:45: ==========Train Epoch 8 Step: 8389
- 09/20 04:22:45: bpp_ae: [0.3783]
- 09/20 04:22:45: bpp_hyper: [0.1147]
- 09/20 04:22:45: bpp: [0.493]
- 09/20 04:22:45: IoU: [0.6682]
- 09/20 04:25:06: train_zeros:0.04004240408539772
- 09/20 04:25:06: train_ones:0.04211628809571266
- 09/20 04:25:06: train_distortion:0.16224350035190582
- 09/20 04:25:06: train_loss:1.4187105894088745
- 09/20 04:25:06: ==========Train Epoch 8 Step: 8419
- 09/20 04:25:06: bpp_ae: [0.3719]
- 09/20 04:25:06: bpp_hyper: [0.1142]
- 09/20 04:25:06: bpp: [0.4861]
- 09/20 04:25:06: IoU: [0.6638]
- 09/20 04:27:28: train_zeros:0.033903803676366806
- 09/20 04:27:28: train_ones:0.04375535622239113
- 09/20 04:27:28: train_distortion:0.14546675980091095
- 09/20 04:27:28: train_loss:1.3756768703460693
- 09/20 04:27:28: ==========Train Epoch 8 Step: 8449
- 09/20 04:27:28: bpp_ae: [0.3694]
- 09/20 04:27:28: bpp_hyper: [0.1146]
- 09/20 04:27:28: bpp: [0.4839]
- 09/20 04:27:28: IoU: [0.6673]
- 09/20 04:29:50: train_zeros:0.03689401224255562
- 09/20 04:29:50: train_ones:0.04804050177335739
- 09/20 04:29:50: train_distortion:0.15872254967689514
- 09/20 04:29:50: train_loss:1.4427196979522705
- 09/20 04:29:51: ==========Train Epoch 8 Step: 8479
- 09/20 04:29:51: bpp_ae: [0.3688]
- 09/20 04:29:51: bpp_hyper: [0.1115]
- 09/20 04:29:51: bpp: [0.4803]
- 09/20 04:29:51: IoU: [0.6641]
- 09/20 04:32:10: train_zeros:0.03813830390572548
- 09/20 04:32:10: train_ones:0.0426214300096035
- 09/20 04:32:10: train_distortion:0.15703634917736053
- 09/20 04:32:10: train_loss:1.3985799551010132
- 09/20 04:32:10: ==========Train Epoch 8 Step: 8509
- 09/20 04:32:10: bpp_ae: [0.3722]
- 09/20 04:32:10: bpp_hyper: [0.112]
- 09/20 04:32:10: bpp: [0.4841]
- 09/20 04:32:10: IoU: [0.6692]
- 09/20 04:34:31: train_zeros:0.03187990561127663
- 09/20 04:34:31: train_ones:0.036530300974845886
- 09/20 04:34:31: train_distortion:0.13217002153396606
- 09/20 04:34:31: train_loss:1.3049380779266357
- 09/20 04:34:31: ==========Train Epoch 8 Step: 8539
- 09/20 04:34:31: bpp_ae: [0.3746]
- 09/20 04:34:31: bpp_hyper: [0.1144]
- 09/20 04:34:31: bpp: [0.489]
- 09/20 04:34:31: IoU: [0.6642]
- 09/20 04:36:52: train_zeros:0.0325116291642189
- 09/20 04:36:52: train_ones:0.04632192477583885
- 09/20 04:36:52: train_distortion:0.14385680854320526
- 09/20 04:36:52: train_loss:1.35646653175354
- 09/20 04:36:52: ==========Train Epoch 8 Step: 8569
- 09/20 04:36:52: bpp_ae: [0.3699]
- 09/20 04:36:52: bpp_hyper: [0.1102]
- 09/20 04:36:52: bpp: [0.4802]
- 09/20 04:36:52: IoU: [0.6583]
- 09/20 04:39:13: train_zeros:0.0307647455483675
- 09/20 04:39:13: train_ones:0.04888114705681801
- 09/20 04:39:13: train_distortion:0.14117538928985596
- 09/20 04:39:13: train_loss:1.3114409446716309
- 09/20 04:39:13: ==========Train Epoch 8 Step: 8599
- 09/20 04:39:13: bpp_ae: [0.3787]
- 09/20 04:39:13: bpp_hyper: [0.1141]
- 09/20 04:39:13: bpp: [0.4928]
- 09/20 04:39:13: IoU: [0.6666]
- 09/20 04:39:13: Iteration:599 ,save model!
- 09/20 04:41:34: train_zeros:0.03817419707775116
- 09/20 04:41:34: train_ones:0.041024431586265564
- 09/20 04:41:34: train_distortion:0.15554702281951904
- 09/20 04:41:34: train_loss:1.4298789501190186
- 09/20 04:41:34: ==========Train Epoch 8 Step: 8629
- 09/20 04:41:34: bpp_ae: [0.375]
- 09/20 04:41:34: bpp_hyper: [0.1153]
- 09/20 04:41:34: bpp: [0.4903]
- 09/20 04:41:34: IoU: [0.669]
- 09/20 04:43:58: train_zeros:0.029219280928373337
- 09/20 04:43:58: train_ones:0.049035973846912384
- 09/20 04:43:58: train_distortion:0.1366938054561615
- 09/20 04:43:58: train_loss:1.3433473110198975
- 09/20 04:43:58: ==========Train Epoch 8 Step: 8659
- 09/20 04:43:58: bpp_ae: [0.3765]
- 09/20 04:43:58: bpp_hyper: [0.1158]
- 09/20 04:43:58: bpp: [0.4923]
- 09/20 04:43:58: IoU: [0.672]
- 09/20 04:46:15: train_zeros:0.03229159489274025
- 09/20 04:46:15: train_ones:0.040882647037506104
- 09/20 04:46:15: train_distortion:0.13775743544101715
- 09/20 04:46:15: train_loss:1.3128498792648315
- 09/20 04:46:16: ==========Train Epoch 8 Step: 8689
- 09/20 04:46:16: bpp_ae: [0.3779]
- 09/20 04:46:16: bpp_hyper: [0.1166]
- 09/20 04:46:16: bpp: [0.4945]
- 09/20 04:46:16: IoU: [0.6678]
- 09/20 04:48:37: train_zeros:0.031112007796764374
- 09/20 04:48:37: train_ones:0.03788457438349724
- 09/20 04:48:37: train_distortion:0.13122059404850006
- 09/20 04:48:37: train_loss:1.2841105461120605
- 09/20 04:48:38: ==========Train Epoch 8 Step: 8719
- 09/20 04:48:38: bpp_ae: [0.3781]
- 09/20 04:48:38: bpp_hyper: [0.1151]
- 09/20 04:48:38: bpp: [0.4932]
- 09/20 04:48:38: IoU: [0.6643]
- 09/20 04:50:57: train_zeros:0.03921353071928024
- 09/20 04:50:57: train_ones:0.04854279384016991
- 09/20 04:50:57: train_distortion:0.16618338227272034
- 09/20 04:50:57: train_loss:1.4635119438171387
- 09/20 04:50:57: ==========Train Epoch 8 Step: 8749
- 09/20 04:50:57: bpp_ae: [0.3675]
- 09/20 04:50:57: bpp_hyper: [0.1127]
- 09/20 04:50:57: bpp: [0.4803]
- 09/20 04:50:57: IoU: [0.665]
- 09/20 04:53:20: train_zeros:0.028759151697158813
- 09/20 04:53:20: train_ones:0.04074263200163841
- 09/20 04:53:20: train_distortion:0.12702009081840515
- 09/20 04:53:20: train_loss:1.2559221982955933
- 09/20 04:53:20: ==========Train Epoch 8 Step: 8779
- 09/20 04:53:20: bpp_ae: [0.3756]
- 09/20 04:53:20: bpp_hyper: [0.1123]
- 09/20 04:53:20: bpp: [0.4879]
- 09/20 04:53:20: IoU: [0.663]
- 09/20 04:55:42: train_zeros:0.02108662948012352
- 09/20 04:55:42: train_ones:0.03632395341992378
- 09/20 04:55:42: train_distortion:0.09958383440971375
- 09/20 04:55:42: train_loss:1.0370967388153076
- 09/20 04:55:42: ==========Train Epoch 8 Step: 8809
- 09/20 04:55:42: bpp_ae: [0.3726]
- 09/20 04:55:42: bpp_hyper: [0.1152]
- 09/20 04:55:42: bpp: [0.4879]
- 09/20 04:55:42: IoU: [0.6619]
- 09/20 04:58:02: train_zeros:0.032004959881305695
- 09/20 04:58:02: train_ones:0.048182424157857895
- 09/20 04:58:02: train_distortion:0.14419730007648468
- 09/20 04:58:02: train_loss:1.3353601694107056
- 09/20 04:58:02: ==========Train Epoch 8 Step: 8839
- 09/20 04:58:02: bpp_ae: [0.3646]
- 09/20 04:58:02: bpp_hyper: [0.1115]
- 09/20 04:58:02: bpp: [0.4761]
- 09/20 04:58:02: IoU: [0.6649]
- 09/20 05:00:24: train_zeros:0.02467610500752926
- 09/20 05:00:24: train_ones:0.04210447147488594
- 09/20 05:00:24: train_distortion:0.11613278090953827
- 09/20 05:00:24: train_loss:1.2136143445968628
- 09/20 05:00:24: ==========Train Epoch 8 Step: 8869
- 09/20 05:00:24: bpp_ae: [0.377]
- 09/20 05:00:24: bpp_hyper: [0.1115]
- 09/20 05:00:24: bpp: [0.4885]
- 09/20 05:00:24: IoU: [0.662]
- 09/20 05:02:49: train_zeros:0.025932054966688156
- 09/20 05:02:49: train_ones:0.04466832056641579
- 09/20 05:02:49: train_distortion:0.12246447801589966
- 09/20 05:02:49: train_loss:1.228338360786438
- 09/20 05:02:49: ==========Train Epoch 8 Step: 8899
- 09/20 05:02:49: bpp_ae: [0.3733]
- 09/20 05:02:49: bpp_hyper: [0.1128]
- 09/20 05:02:49: bpp: [0.4861]
- 09/20 05:02:49: IoU: [0.6685]
- 09/20 05:02:49: Iteration:899 ,save model!
- 09/20 05:05:11: train_zeros:0.03926423564553261
- 09/20 05:05:11: train_ones:0.04635174199938774
- 09/20 05:05:11: train_distortion:0.16414445638656616
- 09/20 05:05:11: train_loss:1.4237534999847412
- 09/20 05:05:12: ==========Train Epoch 8 Step: 8929
- 09/20 05:05:12: bpp_ae: [0.3693]
- 09/20 05:05:12: bpp_hyper: [0.1117]
- 09/20 05:05:12: bpp: [0.481]
- 09/20 05:05:12: IoU: [0.6597]
- 09/20 05:07:32: train_zeros:0.02535356767475605
- 09/20 05:07:32: train_ones:0.046229660511016846
- 09/20 05:07:32: train_distortion:0.12229036539793015
- 09/20 05:07:32: train_loss:1.2293970584869385
- 09/20 05:07:33: ==========Train Epoch 8 Step: 8959
- 09/20 05:07:33: bpp_ae: [0.368]
- 09/20 05:07:33: bpp_hyper: [0.1114]
- 09/20 05:07:33: bpp: [0.4794]
- 09/20 05:07:33: IoU: [0.6649]
- 09/20 05:09:52: train_zeros:0.043551716953516006
- 09/20 05:09:53: train_ones:0.04897012934088707
- 09/20 05:09:53: train_distortion:0.17962528765201569
- 09/20 05:09:53: train_loss:1.5427683591842651
- 09/20 05:09:53: ==========Train Epoch 8 Step: 8989
- 09/20 05:09:53: bpp_ae: [0.371]
- 09/20 05:09:53: bpp_hyper: [0.1123]
- 09/20 05:09:53: bpp: [0.4832]
- 09/20 05:09:53: IoU: [0.6564]
- 09/20 05:10:41: Testing Files length:10
- 09/20 05:10:58: ==========Test Epoch 9 Step: 9
- 09/20 05:10:58: bpp_ae: [0.3313]
- 09/20 05:10:58: bpp_hyper: [0.0965]
- 09/20 05:10:58: bpp: [0.4278]
- 09/20 05:10:58: IoU: [0.6528]
- 09/20 05:10:58: ========================================
- Training Epoch: 9
- 09/20 05:10:58: alpha:6 beta:3.0
- 09/20 05:10:58: LR:[1e-05]
- 09/20 05:10:58: Training Files length:1000
- 09/20 05:13:19: train_zeros:0.03614594787359238
- 09/20 05:13:19: train_ones:0.05742400884628296
- 09/20 05:13:19: train_distortion:0.1658618450164795
- 09/20 05:13:19: train_loss:1.4721605777740479
- 09/20 05:13:19: ==========Train Epoch 9 Step: 9029
- 09/20 05:13:19: bpp_ae: [0.371]
- 09/20 05:13:19: bpp_hyper: [0.1133]
- 09/20 05:13:19: bpp: [0.4843]
- 09/20 05:13:19: IoU: [0.6649]
- 09/20 05:15:42: train_zeros:0.043056897819042206
- 09/20 05:15:42: train_ones:0.04910123720765114
- 09/20 05:15:42: train_distortion:0.17827191948890686
- 09/20 05:15:42: train_loss:1.492109775543213
- 09/20 05:15:42: ==========Train Epoch 9 Step: 9059
- 09/20 05:15:42: bpp_ae: [0.3749]
- 09/20 05:15:42: bpp_hyper: [0.1123]
- 09/20 05:15:42: bpp: [0.4872]
- 09/20 05:15:42: IoU: [0.6745]
- 09/20 05:18:05: train_zeros:0.03502913564443588
- 09/20 05:18:05: train_ones:0.04161427170038223
- 09/20 05:18:05: train_distortion:0.14670167863368988
- 09/20 05:18:05: train_loss:1.3924262523651123
- 09/20 05:18:05: ==========Train Epoch 9 Step: 9089
- 09/20 05:18:05: bpp_ae: [0.3758]
- 09/20 05:18:05: bpp_hyper: [0.1124]
- 09/20 05:18:05: bpp: [0.4882]
- 09/20 05:18:05: IoU: [0.6632]
- 09/20 05:20:29: train_zeros:0.030030827969312668
- 09/20 05:20:29: train_ones:0.04320354759693146
- 09/20 05:20:29: train_distortion:0.13329602777957916
- 09/20 05:20:29: train_loss:1.2925498485565186
- 09/20 05:20:30: ==========Train Epoch 9 Step: 9119
- 09/20 05:20:30: bpp_ae: [0.3774]
- 09/20 05:20:30: bpp_hyper: [0.1133]
- 09/20 05:20:30: bpp: [0.4906]
- 09/20 05:20:30: IoU: [0.6657]
- 09/20 05:22:49: train_zeros:0.036790259182453156
- 09/20 05:22:49: train_ones:0.04491769149899483
- 09/20 05:22:49: train_distortion:0.1552884727716446
- 09/20 05:22:49: train_loss:1.3758068084716797
- 09/20 05:22:49: ==========Train Epoch 9 Step: 9149
- 09/20 05:22:49: bpp_ae: [0.3732]
- 09/20 05:22:49: bpp_hyper: [0.1151]
- 09/20 05:22:49: bpp: [0.4883]
- 09/20 05:22:49: IoU: [0.6606]
- 09/20 05:25:11: train_zeros:0.037751443684101105
- 09/20 05:25:11: train_ones:0.03948225826025009
- 09/20 05:25:11: train_distortion:0.1527365893125534
- 09/20 05:25:11: train_loss:1.3908833265304565
- 09/20 05:25:11: ==========Train Epoch 9 Step: 9179
- 09/20 05:25:11: bpp_ae: [0.3753]
- 09/20 05:25:11: bpp_hyper: [0.1113]
- 09/20 05:25:11: bpp: [0.4866]
- 09/20 05:25:11: IoU: [0.6668]
- 09/20 05:27:35: train_zeros:0.024661004543304443
- 09/20 05:27:35: train_ones:0.04694399982690811
- 09/20 05:27:35: train_distortion:0.12092701345682144
- 09/20 05:27:35: train_loss:1.2478187084197998
- 09/20 05:27:35: ==========Train Epoch 9 Step: 9209
- 09/20 05:27:35: bpp_ae: [0.3703]
- 09/20 05:27:35: bpp_hyper: [0.1125]
- 09/20 05:27:35: bpp: [0.4827]
- 09/20 05:27:35: IoU: [0.6599]
- 09/20 05:30:03: train_zeros:0.02260822430253029
- 09/20 05:30:03: train_ones:0.03755275532603264
- 09/20 05:30:03: train_distortion:0.1053774356842041
- 09/20 05:30:03: train_loss:1.1316384077072144
- 09/20 05:30:03: ==========Train Epoch 9 Step: 9239
- 09/20 05:30:03: bpp_ae: [0.3783]
- 09/20 05:30:03: bpp_hyper: [0.115]
- 09/20 05:30:03: bpp: [0.4933]
- 09/20 05:30:03: IoU: [0.666]
- 09/20 05:32:23: train_zeros:0.032907675951719284
- 09/20 05:32:23: train_ones:0.06022686883807182
- 09/20 05:32:23: train_distortion:0.15894989669322968
- 09/20 05:32:23: train_loss:1.5188294649124146
- 09/20 05:32:23: ==========Train Epoch 9 Step: 9269
- 09/20 05:32:23: bpp_ae: [0.3736]
- 09/20 05:32:23: bpp_hyper: [0.1126]
- 09/20 05:32:23: bpp: [0.4862]
- 09/20 05:32:23: IoU: [0.6703]
- 09/20 05:34:47: train_zeros:0.023340528830885887
- 09/20 05:34:47: train_ones:0.05232089385390282
- 09/20 05:34:47: train_distortion:0.12234248220920563
- 09/20 05:34:47: train_loss:1.2502117156982422
- 09/20 05:34:47: ==========Train Epoch 9 Step: 9299
- 09/20 05:34:47: bpp_ae: [0.3682]
- 09/20 05:34:47: bpp_hyper: [0.1106]
- 09/20 05:34:47: bpp: [0.4787]
- 09/20 05:34:47: IoU: [0.662]
- 09/20 05:34:47: Iteration:299 ,save model!
- 09/20 05:37:09: train_zeros:0.04132292419672012
- 09/20 05:37:09: train_ones:0.04605560004711151
- 09/20 05:37:09: train_distortion:0.17002436518669128
- 09/20 05:37:09: train_loss:1.4905908107757568
- 09/20 05:37:10: ==========Train Epoch 9 Step: 9329
- 09/20 05:37:10: bpp_ae: [0.3708]
- 09/20 05:37:10: bpp_hyper: [0.1123]
- 09/20 05:37:10: bpp: [0.4831]
- 09/20 05:37:10: IoU: [0.654]
- 09/20 05:39:31: train_zeros:0.03652185574173927
- 09/20 05:39:31: train_ones:0.04058147594332695
- 09/20 05:39:31: train_distortion:0.15014705061912537
- 09/20 05:39:31: train_loss:1.3572629690170288
- 09/20 05:39:31: ==========Train Epoch 9 Step: 9359
- 09/20 05:39:31: bpp_ae: [0.3729]
- 09/20 05:39:31: bpp_hyper: [0.1114]
- 09/20 05:39:31: bpp: [0.4843]
- 09/20 05:39:31: IoU: [0.6649]
- 09/20 05:41:54: train_zeros:0.04450076073408127
- 09/20 05:41:54: train_ones:0.07301779836416245
- 09/20 05:41:54: train_distortion:0.20652008056640625
- 09/20 05:41:54: train_loss:1.6997753381729126
- 09/20 05:41:54: ==========Train Epoch 9 Step: 9389
- 09/20 05:41:54: bpp_ae: [0.3666]
- 09/20 05:41:54: bpp_hyper: [0.1076]
- 09/20 05:41:54: bpp: [0.4742]
- 09/20 05:41:54: IoU: [0.66]
- 09/20 05:44:15: train_zeros:0.016288122162222862
- 09/20 05:44:15: train_ones:0.03268904983997345
- 09/20 05:44:15: train_distortion:0.08155341446399689
- 09/20 05:44:15: train_loss:1.0074886083602905
- 09/20 05:44:15: ==========Train Epoch 9 Step: 9419
- 09/20 05:44:15: bpp_ae: [0.3777]
- 09/20 05:44:15: bpp_hyper: [0.1115]
- 09/20 05:44:15: bpp: [0.4892]
- 09/20 05:44:15: IoU: [0.6755]
- 09/20 05:46:36: train_zeros:0.03205927088856697
- 09/20 05:46:36: train_ones:0.047514691948890686
- 09/20 05:46:36: train_distortion:0.1436925083398819
- 09/20 05:46:36: train_loss:1.3483175039291382
- 09/20 05:46:36: ==========Train Epoch 9 Step: 9449
- 09/20 05:46:36: bpp_ae: [0.3805]
- 09/20 05:46:36: bpp_hyper: [0.1135]
- 09/20 05:46:36: bpp: [0.494]
- 09/20 05:46:36: IoU: [0.6668]
- 09/20 05:48:57: train_zeros:0.038223206996917725
- 09/20 05:48:57: train_ones:0.05253196880221367
- 09/20 05:48:57: train_distortion:0.16720159351825714
- 09/20 05:48:57: train_loss:1.4936376810073853
- 09/20 05:48:57: ==========Train Epoch 9 Step: 9479
- 09/20 05:48:57: bpp_ae: [0.3749]
- 09/20 05:48:57: bpp_hyper: [0.1133]
- 09/20 05:48:57: bpp: [0.4882]
- 09/20 05:48:57: IoU: [0.6656]
- 09/20 05:51:22: train_zeros:0.034668661653995514
- 09/20 05:51:22: train_ones:0.044661663472652435
- 09/20 05:51:22: train_distortion:0.14866764843463898
- 09/20 05:51:22: train_loss:1.4035998582839966
- 09/20 05:51:22: ==========Train Epoch 9 Step: 9509
- 09/20 05:51:22: bpp_ae: [0.378]
- 09/20 05:51:22: bpp_hyper: [0.1123]
- 09/20 05:51:22: bpp: [0.4902]
- 09/20 05:51:22: IoU: [0.655]
- 09/20 05:53:44: train_zeros:0.03938810154795647
- 09/20 05:53:44: train_ones:0.039527665823698044
- 09/20 05:53:44: train_distortion:0.15769197046756744
- 09/20 05:53:44: train_loss:1.4086931943893433
- 09/20 05:53:44: ==========Train Epoch 9 Step: 9539
- 09/20 05:53:44: bpp_ae: [0.37]
- 09/20 05:53:44: bpp_hyper: [0.1141]
- 09/20 05:53:44: bpp: [0.4841]
- 09/20 05:53:44: IoU: [0.6629]
- 09/20 05:56:04: train_zeros:0.031993523240089417
- 09/20 05:56:04: train_ones:0.03968578204512596
- 09/20 05:56:04: train_distortion:0.1356663554906845
- 09/20 05:56:04: train_loss:1.3092586994171143
- 09/20 05:56:04: ==========Train Epoch 9 Step: 9569
- 09/20 05:56:04: bpp_ae: [0.3694]
- 09/20 05:56:04: bpp_hyper: [0.114]
- 09/20 05:56:04: bpp: [0.4834]
- 09/20 05:56:04: IoU: [0.6701]
- 09/20 05:58:25: train_zeros:0.03596126660704613
- 09/20 05:58:25: train_ones:0.04560510069131851
- 09/20 05:58:25: train_distortion:0.1534889042377472
- 09/20 05:58:25: train_loss:1.4222638607025146
- 09/20 05:58:26: ==========Train Epoch 9 Step: 9599
- 09/20 05:58:26: bpp_ae: [0.3709]
- 09/20 05:58:26: bpp_hyper: [0.1125]
- 09/20 05:58:26: bpp: [0.4834]
- 09/20 05:58:26: IoU: [0.6753]
- 09/20 05:58:26: Iteration:599 ,save model!
- 09/20 06:00:50: train_zeros:0.02245768904685974
- 09/20 06:00:50: train_ones:0.03904874995350838
- 09/20 06:00:50: train_distortion:0.1064218133687973
- 09/20 06:00:50: train_loss:1.129113793373108
- 09/20 06:00:50: ==========Train Epoch 9 Step: 9629
- 09/20 06:00:50: bpp_ae: [0.3748]
- 09/20 06:00:50: bpp_hyper: [0.1128]
- 09/20 06:00:50: bpp: [0.4875]
- 09/20 06:00:50: IoU: [0.6751]
- 09/20 06:03:10: train_zeros:0.039309948682785034
- 09/20 06:03:10: train_ones:0.04151751846075058
- 09/20 06:03:10: train_distortion:0.15944737195968628
- 09/20 06:03:10: train_loss:1.4586305618286133
- 09/20 06:03:10: ==========Train Epoch 9 Step: 9659
- 09/20 06:03:10: bpp_ae: [0.376]
- 09/20 06:03:10: bpp_hyper: [0.1123]
- 09/20 06:03:10: bpp: [0.4883]
- 09/20 06:03:10: IoU: [0.6678]
- 09/20 06:05:32: train_zeros:0.05889781564474106
- 09/20 06:05:32: train_ones:0.051301173865795135
- 09/20 06:05:32: train_distortion:0.2279946208000183
- 09/20 06:05:32: train_loss:1.8404932022094727
- 09/20 06:05:33: ==========Train Epoch 9 Step: 9689
- 09/20 06:05:33: bpp_ae: [0.3688]
- 09/20 06:05:33: bpp_hyper: [0.1091]
- 09/20 06:05:33: bpp: [0.478]
- 09/20 06:05:33: IoU: [0.6603]
- 09/20 06:07:53: train_zeros:0.026381760835647583
- 09/20 06:07:53: train_ones:0.04163859412074089
- 09/20 06:07:53: train_distortion:0.12078388035297394
- 09/20 06:07:53: train_loss:1.2181254625320435
- 09/20 06:07:53: ==========Train Epoch 9 Step: 9719
- 09/20 06:07:53: bpp_ae: [0.3794]
- 09/20 06:07:53: bpp_hyper: [0.1124]
- 09/20 06:07:53: bpp: [0.4918]
- 09/20 06:07:53: IoU: [0.668]
- 09/20 06:10:12: train_zeros:0.04088221490383148
- 09/20 06:10:12: train_ones:0.05228292942047119
- 09/20 06:10:12: train_distortion:0.17492957413196564
- 09/20 06:10:12: train_loss:1.5610588788986206
- 09/20 06:10:13: ==========Train Epoch 9 Step: 9749
- 09/20 06:10:13: bpp_ae: [0.3783]
- 09/20 06:10:13: bpp_hyper: [0.1119]
- 09/20 06:10:13: bpp: [0.4903]
- 09/20 06:10:13: IoU: [0.6657]
- 09/20 06:12:35: train_zeros:0.03405176103115082
- 09/20 06:12:35: train_ones:0.046845220029354095
- 09/20 06:12:35: train_distortion:0.14900049567222595
- 09/20 06:12:35: train_loss:1.342527985572815
- 09/20 06:12:35: ==========Train Epoch 9 Step: 9779
- 09/20 06:12:35: bpp_ae: [0.3728]
- 09/20 06:12:35: bpp_hyper: [0.1118]
- 09/20 06:12:35: bpp: [0.4847]
- 09/20 06:12:35: IoU: [0.6633]
- 09/20 06:14:57: train_zeros:0.03709612786769867
- 09/20 06:14:57: train_ones:0.05665445700287819
- 09/20 06:14:57: train_distortion:0.1679428368806839
- 09/20 06:14:57: train_loss:1.4800734519958496
- 09/20 06:14:57: ==========Train Epoch 9 Step: 9809
- 09/20 06:14:57: bpp_ae: [0.3733]
- 09/20 06:14:57: bpp_hyper: [0.1151]
- 09/20 06:14:57: bpp: [0.4885]
- 09/20 06:14:57: IoU: [0.6676]
- 09/20 06:17:20: train_zeros:0.03430626913905144
- 09/20 06:17:20: train_ones:0.04361176863312721
- 09/20 06:17:20: train_distortion:0.14653056859970093
- 09/20 06:17:20: train_loss:1.3658053874969482
- 09/20 06:17:20: ==========Train Epoch 9 Step: 9839
- 09/20 06:17:20: bpp_ae: [0.3724]
- 09/20 06:17:20: bpp_hyper: [0.112]
- 09/20 06:17:20: bpp: [0.4844]
- 09/20 06:17:20: IoU: [0.6583]
- 09/20 06:19:42: train_zeros:0.03434101119637489
- 09/20 06:19:42: train_ones:0.04605314880609512
- 09/20 06:19:42: train_distortion:0.1490761935710907
- 09/20 06:19:42: train_loss:1.3772953748703003
- 09/20 06:19:42: ==========Train Epoch 9 Step: 9869
- 09/20 06:19:42: bpp_ae: [0.3682]
- 09/20 06:19:42: bpp_hyper: [0.1111]
- 09/20 06:19:42: bpp: [0.4793]
- 09/20 06:19:42: IoU: [0.6687]
- 09/20 06:22:05: train_zeros:0.038412366062402725
- 09/20 06:22:05: train_ones:0.04796573519706726
- 09/20 06:22:05: train_distortion:0.16320283710956573
- 09/20 06:22:05: train_loss:1.4793589115142822
- 09/20 06:22:06: ==========Train Epoch 9 Step: 9899
- 09/20 06:22:06: bpp_ae: [0.3866]
- 09/20 06:22:06: bpp_hyper: [0.1124]
- 09/20 06:22:06: bpp: [0.499]
- 09/20 06:22:06: IoU: [0.6663]
- 09/20 06:22:06: Iteration:899 ,save model!
- 09/20 06:24:26: train_zeros:0.02240358106791973
- 09/20 06:24:26: train_ones:0.052435096353292465
- 09/20 06:24:26: train_distortion:0.11964583396911621
- 09/20 06:24:26: train_loss:1.2164961099624634
- 09/20 06:24:26: ==========Train Epoch 9 Step: 9929
- 09/20 06:24:26: bpp_ae: [0.3786]
- 09/20 06:24:26: bpp_hyper: [0.1106]
- 09/20 06:24:26: bpp: [0.4892]
- 09/20 06:24:26: IoU: [0.6624]
- 09/20 06:26:47: train_zeros:0.03466355428099632
- 09/20 06:26:47: train_ones:0.04514719545841217
- 09/20 06:26:47: train_distortion:0.14913785457611084
- 09/20 06:26:47: train_loss:1.3793295621871948
- 09/20 06:26:47: ==========Train Epoch 9 Step: 9959
- 09/20 06:26:47: bpp_ae: [0.3768]
- 09/20 06:26:47: bpp_hyper: [0.1093]
- 09/20 06:26:47: bpp: [0.4861]
- 09/20 06:26:47: IoU: [0.6575]
- 09/20 06:29:07: train_zeros:0.023699462413787842
- 09/20 06:29:07: train_ones:0.0397636815905571
- 09/20 06:29:07: train_distortion:0.11086206883192062
- 09/20 06:29:07: train_loss:1.1910408735275269
- 09/20 06:29:07: ==========Train Epoch 9 Step: 9989
- 09/20 06:29:07: bpp_ae: [0.3836]
- 09/20 06:29:07: bpp_hyper: [0.1131]
- 09/20 06:29:07: bpp: [0.4968]
- 09/20 06:29:07: IoU: [0.6698]
- 09/20 06:29:55: Testing Files length:10
- 09/20 06:30:13: ==========Test Epoch 10 Step: 10
- 09/20 06:30:13: bpp_ae: [0.3279]
- 09/20 06:30:13: bpp_hyper: [0.0928]
- 09/20 06:30:13: bpp: [0.4207]
- 09/20 06:30:13: IoU: [0.6465]
- 09/20 06:30:13: ========================================
- Training Epoch: 10
- 09/20 06:30:13: alpha:6 beta:3.0
- 09/20 06:30:13: LR:[1e-05]
- 09/20 06:30:13: Training Files length:1000
- 09/20 06:32:38: train_zeros:0.0347851887345314
- 09/20 06:32:38: train_ones:0.04649518057703972
- 09/20 06:32:38: train_distortion:0.15085074305534363
- 09/20 06:32:38: train_loss:1.3943859338760376
- 09/20 06:32:38: ==========Train Epoch 10 Step: 10029
- 09/20 06:32:38: bpp_ae: [0.3701]
- 09/20 06:32:38: bpp_hyper: [0.1095]
- 09/20 06:32:38: bpp: [0.4797]
- 09/20 06:32:38: IoU: [0.6612]
- 09/20 06:34:59: train_zeros:0.027320891618728638
- 09/20 06:34:59: train_ones:0.04202781617641449
- 09/20 06:34:59: train_distortion:0.1239904910326004
- 09/20 06:34:59: train_loss:1.246104121208191
- 09/20 06:34:59: ==========Train Epoch 10 Step: 10059
- 09/20 06:34:59: bpp_ae: [0.3699]
- 09/20 06:34:59: bpp_hyper: [0.1125]
- 09/20 06:34:59: bpp: [0.4825]
- 09/20 06:34:59: IoU: [0.6582]
- 09/20 06:37:19: train_zeros:0.03758476674556732
- 09/20 06:37:19: train_ones:0.04324562847614288
- 09/20 06:37:19: train_distortion:0.15599992871284485
- 09/20 06:37:19: train_loss:1.4073021411895752
- 09/20 06:37:20: ==========Train Epoch 10 Step: 10089
- 09/20 06:37:20: bpp_ae: [0.3738]
- 09/20 06:37:20: bpp_hyper: [0.1154]
- 09/20 06:37:20: bpp: [0.4892]
- 09/20 06:37:20: IoU: [0.6797]
- 09/20 06:39:41: train_zeros:0.02934327721595764
- 09/20 06:39:41: train_ones:0.04162535443902016
- 09/20 06:39:41: train_distortion:0.12965518236160278
- 09/20 06:39:41: train_loss:1.2815911769866943
- 09/20 06:39:41: ==========Train Epoch 10 Step: 10119
- 09/20 06:39:41: bpp_ae: [0.3685]
- 09/20 06:39:41: bpp_hyper: [0.1123]
- 09/20 06:39:41: bpp: [0.4808]
- 09/20 06:39:41: IoU: [0.6678]
- 09/20 06:42:02: train_zeros:0.03019043430685997
- 09/20 06:42:02: train_ones:0.051335323601961136
- 09/20 06:42:02: train_distortion:0.14190661907196045
- 09/20 06:42:02: train_loss:1.3406744003295898
- 09/20 06:42:02: ==========Train Epoch 10 Step: 10149
- 09/20 06:42:02: bpp_ae: [0.3762]
- 09/20 06:42:02: bpp_hyper: [0.1104]
- 09/20 06:42:02: bpp: [0.4865]
- 09/20 06:42:02: IoU: [0.6586]
- 09/20 06:44:27: train_zeros:0.02986602485179901
- 09/20 06:44:27: train_ones:0.04430641606450081
- 09/20 06:44:27: train_distortion:0.13390448689460754
- 09/20 06:44:27: train_loss:1.2916995286941528
- 09/20 06:44:27: ==========Train Epoch 10 Step: 10179
- 09/20 06:44:27: bpp_ae: [0.3752]
- 09/20 06:44:27: bpp_hyper: [0.1117]
- 09/20 06:44:27: bpp: [0.4868]
- 09/20 06:44:27: IoU: [0.6588]
- 09/20 06:46:50: train_zeros:0.02751801162958145
- 09/20 06:46:50: train_ones:0.04046007618308067
- 09/20 06:46:50: train_distortion:0.12301410734653473
- 09/20 06:46:50: train_loss:1.2420841455459595
- 09/20 06:46:51: ==========Train Epoch 10 Step: 10209
- 09/20 06:46:51: bpp_ae: [0.3744]
- 09/20 06:46:51: bpp_hyper: [0.1121]
- 09/20 06:46:51: bpp: [0.4865]
- 09/20 06:46:51: IoU: [0.6606]
- 09/20 06:49:12: train_zeros:0.03057125024497509
- 09/20 06:49:12: train_ones:0.04363493621349335
- 09/20 06:49:12: train_distortion:0.13534867763519287
- 09/20 06:49:12: train_loss:1.307174563407898
- 09/20 06:49:12: ==========Train Epoch 10 Step: 10239
- 09/20 06:49:12: bpp_ae: [0.3734]
- 09/20 06:49:12: bpp_hyper: [0.1117]
- 09/20 06:49:12: bpp: [0.485]
- 09/20 06:49:12: IoU: [0.6566]
- 09/20 06:51:32: train_zeros:0.025728197768330574
- 09/20 06:51:32: train_ones:0.0399627722799778
- 09/20 06:51:32: train_distortion:0.11714737117290497
- 09/20 06:51:32: train_loss:1.1987415552139282
- 09/20 06:51:32: ==========Train Epoch 10 Step: 10269
- 09/20 06:51:32: bpp_ae: [0.3732]
- 09/20 06:51:32: bpp_hyper: [0.1128]
- 09/20 06:51:32: bpp: [0.486]
- 09/20 06:51:32: IoU: [0.6678]
- 09/20 06:53:53: train_zeros:0.02642228454351425
- 09/20 06:53:53: train_ones:0.04063369706273079
- 09/20 06:53:53: train_distortion:0.11990055441856384
- 09/20 06:53:53: train_loss:1.2286821603775024
- 09/20 06:53:53: ==========Train Epoch 10 Step: 10299
- 09/20 06:53:53: bpp_ae: [0.3777]
- 09/20 06:53:53: bpp_hyper: [0.1132]
- 09/20 06:53:53: bpp: [0.4909]
- 09/20 06:53:53: IoU: [0.6591]
- 09/20 06:53:53: Iteration:299 ,save model!
- 09/20 06:56:14: train_zeros:0.033951032906770706
- 09/20 06:56:14: train_ones:0.04132464528083801
- 09/20 06:56:14: train_distortion:0.14317774772644043
- 09/20 06:56:14: train_loss:1.34280264377594
- 09/20 06:56:14: ==========Train Epoch 10 Step: 10329
- 09/20 06:56:14: bpp_ae: [0.372]
- 09/20 06:56:14: bpp_hyper: [0.1135]
- 09/20 06:56:14: bpp: [0.4856]
- 09/20 06:56:14: IoU: [0.6675]
- 09/20 06:58:34: train_zeros:0.033966708928346634
- 09/20 06:58:34: train_ones:0.04074597731232643
- 09/20 06:58:34: train_distortion:0.14264610409736633
- 09/20 06:58:34: train_loss:1.3532692193984985
- 09/20 06:58:34: ==========Train Epoch 10 Step: 10359
- 09/20 06:58:34: bpp_ae: [0.3706]
- 09/20 06:58:34: bpp_hyper: [0.1087]
- 09/20 06:58:34: bpp: [0.4793]
- 09/20 06:58:34: IoU: [0.674]
- 09/20 07:00:58: train_zeros:0.022270090878009796
- 09/20 07:00:58: train_ones:0.05318300426006317
- 09/20 07:00:58: train_distortion:0.11999327689409256
- 09/20 07:00:58: train_loss:1.216753363609314
- 09/20 07:00:58: ==========Train Epoch 10 Step: 10389
- 09/20 07:00:58: bpp_ae: [0.371]
- 09/20 07:00:58: bpp_hyper: [0.1143]
- 09/20 07:00:58: bpp: [0.4853]
- 09/20 07:00:58: IoU: [0.6561]
- 09/20 07:03:20: train_zeros:0.0406154990196228
- 09/20 07:03:20: train_ones:0.04153994470834732
- 09/20 07:03:20: train_distortion:0.16338643431663513
- 09/20 07:03:20: train_loss:1.4157211780548096
- 09/20 07:03:20: ==========Train Epoch 10 Step: 10419
- 09/20 07:03:20: bpp_ae: [0.3736]
- 09/20 07:03:20: bpp_hyper: [0.1146]
- 09/20 07:03:20: bpp: [0.4882]
- 09/20 07:03:20: IoU: [0.6623]
- 09/20 07:05:41: train_zeros:0.029595309868454933
- 09/20 07:05:41: train_ones:0.04380243644118309
- 09/20 07:05:41: train_distortion:0.13258837163448334
- 09/20 07:05:41: train_loss:1.3221629858016968
- 09/20 07:05:41: ==========Train Epoch 10 Step: 10449
- 09/20 07:05:41: bpp_ae: [0.3749]
- 09/20 07:05:41: bpp_hyper: [0.1129]
- 09/20 07:05:41: bpp: [0.4878]
- 09/20 07:05:41: IoU: [0.6627]
- 09/20 07:08:03: train_zeros:0.027861587703227997
- 09/20 07:08:03: train_ones:0.049156032502651215
- 09/20 07:08:03: train_distortion:0.1327407956123352
- 09/20 07:08:03: train_loss:1.3056981563568115
- 09/20 07:08:03: ==========Train Epoch 10 Step: 10479
- 09/20 07:08:03: bpp_ae: [0.3742]
- 09/20 07:08:03: bpp_hyper: [0.1135]
- 09/20 07:08:03: bpp: [0.4877]
- 09/20 07:08:03: IoU: [0.6609]
- 09/20 07:10:28: train_zeros:0.02862127311527729
- 09/20 07:10:28: train_ones:0.04330623894929886
- 09/20 07:10:28: train_distortion:0.12917006015777588
- 09/20 07:10:28: train_loss:1.2574334144592285
- 09/20 07:10:28: ==========Train Epoch 10 Step: 10509
- 09/20 07:10:28: bpp_ae: [0.373]
- 09/20 07:10:28: bpp_hyper: [0.1105]
- 09/20 07:10:28: bpp: [0.4835]
- 09/20 07:10:28: IoU: [0.6607]
- 09/20 07:12:49: train_zeros:0.02234048955142498
- 09/20 07:12:49: train_ones:0.038427017629146576
- 09/20 07:12:49: train_distortion:0.10544848442077637
- 09/20 07:12:49: train_loss:1.174458384513855
- 09/20 07:12:49: ==========Train Epoch 10 Step: 10539
- 09/20 07:12:49: bpp_ae: [0.3779]
- 09/20 07:12:49: bpp_hyper: [0.1157]
- 09/20 07:12:49: bpp: [0.4936]
- 09/20 07:12:49: IoU: [0.6641]
- 09/20 07:15:12: train_zeros:0.025737226009368896
- 09/20 07:15:12: train_ones:0.046370729804039
- 09/20 07:15:12: train_distortion:0.12358240783214569
- 09/20 07:15:12: train_loss:1.235900640487671
- 09/20 07:15:12: ==========Train Epoch 10 Step: 10569
- 09/20 07:15:12: bpp_ae: [0.3752]
- 09/20 07:15:12: bpp_hyper: [0.115]
- 09/20 07:15:12: bpp: [0.4902]
- 09/20 07:15:12: IoU: [0.6682]
- 09/20 07:17:31: train_zeros:0.03063920885324478
- 09/20 07:17:31: train_ones:0.03734227642416954
- 09/20 07:17:31: train_distortion:0.1292598992586136
- 09/20 07:17:31: train_loss:1.2415783405303955
- 09/20 07:17:31: ==========Train Epoch 10 Step: 10599
- 09/20 07:17:31: bpp_ae: [0.3723]
- 09/20 07:17:31: bpp_hyper: [0.1143]
- 09/20 07:17:31: bpp: [0.4866]
- 09/20 07:17:31: IoU: [0.6551]
- 09/20 07:17:31: Iteration:599 ,save model!
- 09/20 07:19:53: train_zeros:0.02818623185157776
- 09/20 07:19:53: train_ones:0.044185787439346313
- 09/20 07:19:53: train_distortion:0.1287444829940796
- 09/20 07:19:53: train_loss:1.2514911890029907
- 09/20 07:19:53: ==========Train Epoch 10 Step: 10629
- 09/20 07:19:53: bpp_ae: [0.3704]
- 09/20 07:19:53: bpp_hyper: [0.1147]
- 09/20 07:19:53: bpp: [0.4851]
- 09/20 07:19:53: IoU: [0.6673]
- 09/20 07:22:14: train_zeros:0.023653963580727577
- 09/20 07:22:14: train_ones:0.03526351973414421
- 09/20 07:22:14: train_distortion:0.10622541606426239
- 09/20 07:22:14: train_loss:1.1791435480117798
- 09/20 07:22:14: ==========Train Epoch 10 Step: 10659
- 09/20 07:22:14: bpp_ae: [0.3675]
- 09/20 07:22:14: bpp_hyper: [0.1085]
- 09/20 07:22:14: bpp: [0.476]
- 09/20 07:22:14: IoU: [0.6517]
- 09/20 07:24:34: train_zeros:0.02658597193658352
- 09/20 07:24:34: train_ones:0.0441371314227581
- 09/20 07:24:34: train_distortion:0.12389504909515381
- 09/20 07:24:34: train_loss:1.261168360710144
- 09/20 07:24:34: ==========Train Epoch 10 Step: 10689
- 09/20 07:24:34: bpp_ae: [0.3758]
- 09/20 07:24:34: bpp_hyper: [0.1123]
- 09/20 07:24:34: bpp: [0.4881]
- 09/20 07:24:34: IoU: [0.6599]
- 09/20 07:26:55: train_zeros:0.0285931508988142
- 09/20 07:26:56: train_ones:0.04593599587678909
- 09/20 07:26:56: train_distortion:0.13171544671058655
- 09/20 07:26:56: train_loss:1.2823259830474854
- 09/20 07:26:56: ==========Train Epoch 10 Step: 10719
- 09/20 07:26:56: bpp_ae: [0.3664]
- 09/20 07:26:56: bpp_hyper: [0.1134]
- 09/20 07:26:56: bpp: [0.4798]
- 09/20 07:26:56: IoU: [0.6643]
- 09/20 07:29:17: train_zeros:0.03975742310285568
- 09/20 07:29:17: train_ones:0.04409101977944374
- 09/20 07:29:17: train_distortion:0.1633632928133011
- 09/20 07:29:17: train_loss:1.4671926498413086
- 09/20 07:29:18: ==========Train Epoch 10 Step: 10749
- 09/20 07:29:18: bpp_ae: [0.378]
- 09/20 07:29:18: bpp_hyper: [0.1122]
- 09/20 07:29:18: bpp: [0.4902]
- 09/20 07:29:18: IoU: [0.6671]
- 09/20 07:31:39: train_zeros:0.039303023368120193
- 09/20 07:31:39: train_ones:0.04120311141014099
- 09/20 07:31:39: train_distortion:0.15911218523979187
- 09/20 07:31:39: train_loss:1.4335459470748901
- 09/20 07:31:39: ==========Train Epoch 10 Step: 10779
- 09/20 07:31:39: bpp_ae: [0.3723]
- 09/20 07:31:39: bpp_hyper: [0.1118]
- 09/20 07:31:39: bpp: [0.4841]
- 09/20 07:31:39: IoU: [0.6758]
- 09/20 07:34:03: train_zeros:0.02218708209693432
- 09/20 07:34:03: train_ones:0.04193533584475517
- 09/20 07:34:03: train_distortion:0.10849657654762268
- 09/20 07:34:03: train_loss:1.1529850959777832
- 09/20 07:34:03: ==========Train Epoch 10 Step: 10809
- 09/20 07:34:03: bpp_ae: [0.373]
- 09/20 07:34:03: bpp_hyper: [0.1112]
- 09/20 07:34:03: bpp: [0.4841]
- 09/20 07:34:03: IoU: [0.6673]
- 09/20 07:36:24: train_zeros:0.03329803794622421
- 09/20 07:36:24: train_ones:0.04810526594519615
- 09/20 07:36:24: train_distortion:0.1479993760585785
- 09/20 07:36:24: train_loss:1.4157828092575073
- 09/20 07:36:24: ==========Train Epoch 10 Step: 10839
- 09/20 07:36:24: bpp_ae: [0.3737]
- 09/20 07:36:24: bpp_hyper: [0.1109]
- 09/20 07:36:24: bpp: [0.4846]
- 09/20 07:36:24: IoU: [0.6632]
- 09/20 07:38:45: train_zeros:0.05073053017258644
- 09/20 07:38:45: train_ones:0.05076851323246956
- 09/20 07:38:45: train_distortion:0.20296010375022888
- 09/20 07:38:45: train_loss:1.7227681875228882
- 09/20 07:38:45: ==========Train Epoch 10 Step: 10869
- 09/20 07:38:45: bpp_ae: [0.3847]
- 09/20 07:38:45: bpp_hyper: [0.1146]
- 09/20 07:38:45: bpp: [0.4993]
- 09/20 07:38:45: IoU: [0.6616]
- 09/20 07:41:05: train_zeros:0.036032747477293015
- 09/20 07:41:05: train_ones:0.0396033376455307
- 09/20 07:41:05: train_distortion:0.14770157635211945
- 09/20 07:41:05: train_loss:1.3876323699951172
- 09/20 07:41:05: ==========Train Epoch 10 Step: 10899
- 09/20 07:41:05: bpp_ae: [0.3737]
- 09/20 07:41:05: bpp_hyper: [0.1134]
- 09/20 07:41:05: bpp: [0.4871]
- 09/20 07:41:05: IoU: [0.6563]
- 09/20 07:41:05: Iteration:899 ,save model!
- 09/20 07:43:26: train_zeros:0.04087008163332939
- 09/20 07:43:26: train_ones:0.03391396626830101
- 09/20 07:43:26: train_distortion:0.15652421116828918
- 09/20 07:43:26: train_loss:1.41536545753479
- 09/20 07:43:26: ==========Train Epoch 10 Step: 10929
- 09/20 07:43:26: bpp_ae: [0.3742]
- 09/20 07:43:26: bpp_hyper: [0.117]
- 09/20 07:43:26: bpp: [0.4912]
- 09/20 07:43:26: IoU: [0.6765]
- 09/20 07:45:49: train_zeros:0.02381407655775547
- 09/20 07:45:49: train_ones:0.04389121010899544
- 09/20 07:45:49: train_distortion:0.1153334379196167
- 09/20 07:45:49: train_loss:1.226375699043274
- 09/20 07:45:49: ==========Train Epoch 10 Step: 10959
- 09/20 07:45:49: bpp_ae: [0.3681]
- 09/20 07:45:49: bpp_hyper: [0.1138]
- 09/20 07:45:49: bpp: [0.4819]
- 09/20 07:45:49: IoU: [0.6633]
- 09/20 07:48:14: train_zeros:0.0377529114484787
- 09/20 07:48:14: train_ones:0.05307675525546074
- 09/20 07:48:14: train_distortion:0.16633549332618713
- 09/20 07:48:14: train_loss:1.4665569067001343
- 09/20 07:48:14: ==========Train Epoch 10 Step: 10989
- 09/20 07:48:14: bpp_ae: [0.3712]
- 09/20 07:48:14: bpp_hyper: [0.1138]
- 09/20 07:48:14: bpp: [0.485]
- 09/20 07:48:14: IoU: [0.6643]
- 09/20 07:49:03: Testing Files length:10
- 09/20 07:49:21: ==========Test Epoch 11 Step: 11
- 09/20 07:49:21: bpp_ae: [0.3267]
- 09/20 07:49:21: bpp_hyper: [0.0945]
- 09/20 07:49:21: bpp: [0.4212]
- 09/20 07:49:21: IoU: [0.647]
- 09/20 07:49:21: ========================================
- Training Epoch: 11
- 09/20 07:49:21: alpha:6 beta:3.0
- 09/20 07:49:21: LR:[1e-05]
- 09/20 07:49:21: Training Files length:1000
- 09/20 07:51:44: train_zeros:0.031105848029255867
- 09/20 07:51:44: train_ones:0.050965894013643265
- 09/20 07:51:44: train_distortion:0.1442834436893463
- 09/20 07:51:44: train_loss:1.370682716369629
- 09/20 07:51:45: ==========Train Epoch 11 Step: 11029
- 09/20 07:51:45: bpp_ae: [0.3731]
- 09/20 07:51:45: bpp_hyper: [0.1121]
- 09/20 07:51:45: bpp: [0.4852]
- 09/20 07:51:45: IoU: [0.6533]
- 09/20 07:54:10: train_zeros:0.0294045377522707
- 09/20 07:54:10: train_ones:0.04363995045423508
- 09/20 07:54:10: train_distortion:0.13185356557369232
- 09/20 07:54:10: train_loss:1.2698731422424316
- 09/20 07:54:10: ==========Train Epoch 11 Step: 11059
- 09/20 07:54:10: bpp_ae: [0.3698]
- 09/20 07:54:10: bpp_hyper: [0.1107]
- 09/20 07:54:10: bpp: [0.4805]
- 09/20 07:54:10: IoU: [0.6685]
- 09/20 07:56:33: train_zeros:0.03450009971857071
- 09/20 07:56:33: train_ones:0.05025187134742737
- 09/20 07:56:33: train_distortion:0.1537521779537201
- 09/20 07:56:33: train_loss:1.3939288854599
- 09/20 07:56:33: ==========Train Epoch 11 Step: 11089
- 09/20 07:56:33: bpp_ae: [0.374]
- 09/20 07:56:33: bpp_hyper: [0.1147]
- 09/20 07:56:33: bpp: [0.4887]
- 09/20 07:56:33: IoU: [0.6587]
- 09/20 07:58:55: train_zeros:0.019275948405265808
- 09/20 07:58:55: train_ones:0.03899405896663666
- 09/20 07:58:55: train_distortion:0.09682190418243408
- 09/20 07:58:55: train_loss:1.1316577196121216
- 09/20 07:58:56: ==========Train Epoch 11 Step: 11119
- 09/20 07:58:56: bpp_ae: [0.3715]
- 09/20 07:58:56: bpp_hyper: [0.1134]
- 09/20 07:58:56: bpp: [0.4849]
- 09/20 07:58:56: IoU: [0.6666]
- 09/20 08:01:18: train_zeros:0.03903329744935036
- 09/20 08:01:18: train_ones:0.042665790766477585
- 09/20 08:01:18: train_distortion:0.15976569056510925
- 09/20 08:01:18: train_loss:1.4197722673416138
- 09/20 08:01:18: ==========Train Epoch 11 Step: 11149
- 09/20 08:01:18: bpp_ae: [0.3712]
- 09/20 08:01:18: bpp_hyper: [0.118]
- 09/20 08:01:18: bpp: [0.4892]
- 09/20 08:01:18: IoU: [0.6558]
- 09/20 08:03:39: train_zeros:0.031182678416371346
- 09/20 08:03:39: train_ones:0.048118941485881805
- 09/20 08:03:39: train_distortion:0.141666978597641
- 09/20 08:03:39: train_loss:1.330295443534851
- 09/20 08:03:40: ==========Train Epoch 11 Step: 11179
- 09/20 08:03:40: bpp_ae: [0.3736]
- 09/20 08:03:40: bpp_hyper: [0.1091]
- 09/20 08:03:40: bpp: [0.4827]
- 09/20 08:03:40: IoU: [0.6683]
- 09/20 08:06:02: train_zeros:0.04511694982647896
- 09/20 08:06:02: train_ones:0.05197343975305557
- 09/20 08:06:02: train_distortion:0.18732428550720215
- 09/20 08:06:02: train_loss:1.6050386428833008
- 09/20 08:06:02: ==========Train Epoch 11 Step: 11209
- 09/20 08:06:02: bpp_ae: [0.3707]
- 09/20 08:06:02: bpp_hyper: [0.1102]
- 09/20 08:06:02: bpp: [0.4809]
- 09/20 08:06:02: IoU: [0.6674]
- 09/20 08:08:22: train_zeros:0.02046816609799862
- 09/20 08:08:22: train_ones:0.03913169354200363
- 09/20 08:08:22: train_distortion:0.10053618997335434
- 09/20 08:08:22: train_loss:1.1167240142822266
- 09/20 08:08:22: ==========Train Epoch 11 Step: 11239
- 09/20 08:08:22: bpp_ae: [0.3703]
- 09/20 08:08:22: bpp_hyper: [0.1113]
- 09/20 08:08:22: bpp: [0.4816]
- 09/20 08:08:22: IoU: [0.6659]
- 09/20 08:10:45: train_zeros:0.030091069638729095
- 09/20 08:10:45: train_ones:0.050894595682621
- 09/20 08:10:45: train_distortion:0.1411678045988083
- 09/20 08:10:45: train_loss:1.3694102764129639
- 09/20 08:10:45: ==========Train Epoch 11 Step: 11269
- 09/20 08:10:45: bpp_ae: [0.3679]
- 09/20 08:10:45: bpp_hyper: [0.1092]
- 09/20 08:10:45: bpp: [0.4771]
- 09/20 08:10:45: IoU: [0.665]
- 09/20 08:13:11: train_zeros:0.025393527001142502
- 09/20 08:13:11: train_ones:0.04398440569639206
- 09/20 08:13:11: train_distortion:0.12016498297452927
- 09/20 08:13:11: train_loss:1.2537140846252441
- 09/20 08:13:11: ==========Train Epoch 11 Step: 11299
- 09/20 08:13:11: bpp_ae: [0.3744]
- 09/20 08:13:11: bpp_hyper: [0.1137]
- 09/20 08:13:11: bpp: [0.4881]
- 09/20 08:13:11: IoU: [0.6648]
- 09/20 08:13:11: Iteration:299 ,save model!
- 09/20 08:15:34: train_zeros:0.028910018503665924
- 09/20 08:15:34: train_ones:0.044833049178123474
- 09/20 08:15:34: train_distortion:0.13156309723854065
- 09/20 08:15:34: train_loss:1.2982451915740967
- 09/20 08:15:34: ==========Train Epoch 11 Step: 11329
- 09/20 08:15:34: bpp_ae: [0.3745]
- 09/20 08:15:34: bpp_hyper: [0.1117]
- 09/20 08:15:34: bpp: [0.4863]
- 09/20 08:15:34: IoU: [0.6607]
- 09/20 08:17:58: train_zeros:0.03366285189986229
- 09/20 08:17:58: train_ones:0.042833663523197174
- 09/20 08:17:58: train_distortion:0.14382222294807434
- 09/20 08:17:58: train_loss:1.3516498804092407
- 09/20 08:17:58: ==========Train Epoch 11 Step: 11359
- 09/20 08:17:58: bpp_ae: [0.3686]
- 09/20 08:17:58: bpp_hyper: [0.1116]
- 09/20 08:17:58: bpp: [0.4802]
- 09/20 08:17:58: IoU: [0.6724]
- 09/20 08:20:22: train_zeros:0.028410576283931732
- 09/20 08:20:22: train_ones:0.04146452248096466
- 09/20 08:20:22: train_distortion:0.12669625878334045
- 09/20 08:20:22: train_loss:1.2391691207885742
- 09/20 08:20:22: ==========Train Epoch 11 Step: 11389
- 09/20 08:20:22: bpp_ae: [0.3762]
- 09/20 08:20:22: bpp_hyper: [0.1137]
- 09/20 08:20:22: bpp: [0.4899]
- 09/20 08:20:22: IoU: [0.6702]
- 09/20 08:22:43: train_zeros:0.03714507073163986
- 09/20 08:22:43: train_ones:0.044661134481430054
- 09/20 08:22:43: train_distortion:0.15609633922576904
- 09/20 08:22:43: train_loss:1.435866355895996
- 09/20 08:22:43: ==========Train Epoch 11 Step: 11419
- 09/20 08:22:43: bpp_ae: [0.3699]
- 09/20 08:22:43: bpp_hyper: [0.1142]
- 09/20 08:22:43: bpp: [0.4842]
- 09/20 08:22:43: IoU: [0.6649]
- 09/20 08:25:05: train_zeros:0.022043650969862938
- 09/20 08:25:05: train_ones:0.040457092225551605
- 09/20 08:25:05: train_distortion:0.10658804327249527
- 09/20 08:25:05: train_loss:1.1248879432678223
- 09/20 08:25:05: ==========Train Epoch 11 Step: 11449
- 09/20 08:25:05: bpp_ae: [0.376]
- 09/20 08:25:05: bpp_hyper: [0.1139]
- 09/20 08:25:05: bpp: [0.4899]
- 09/20 08:25:05: IoU: [0.6725]
- 09/20 08:27:26: train_zeros:0.040576156228780746
- 09/20 08:27:26: train_ones:0.04712242633104324
- 09/20 08:27:26: train_distortion:0.16885089874267578
- 09/20 08:27:26: train_loss:1.511482834815979
- 09/20 08:27:26: ==========Train Epoch 11 Step: 11479
- 09/20 08:27:26: bpp_ae: [0.3714]
- 09/20 08:27:26: bpp_hyper: [0.1145]
- 09/20 08:27:26: bpp: [0.4858]
- 09/20 08:27:26: IoU: [0.6623]
- 09/20 08:29:48: train_zeros:0.027580056339502335
- 09/20 08:29:48: train_ones:0.04336122050881386
- 09/20 08:29:48: train_distortion:0.12610138952732086
- 09/20 08:29:48: train_loss:1.265433430671692
- 09/20 08:29:48: ==========Train Epoch 11 Step: 11509
- 09/20 08:29:48: bpp_ae: [0.3758]
- 09/20 08:29:48: bpp_hyper: [0.1158]
- 09/20 08:29:48: bpp: [0.4916]
- 09/20 08:29:48: IoU: [0.6618]
- 09/20 08:32:10: train_zeros:0.03518666699528694
- 09/20 08:32:10: train_ones:0.0445292666554451
- 09/20 08:32:10: train_distortion:0.15008926391601562
- 09/20 08:32:10: train_loss:1.3977783918380737
- 09/20 08:32:10: ==========Train Epoch 11 Step: 11539
- 09/20 08:32:10: bpp_ae: [0.3724]
- 09/20 08:32:10: bpp_hyper: [0.114]
- 09/20 08:32:10: bpp: [0.4864]
- 09/20 08:32:10: IoU: [0.6693]
- 09/20 08:34:31: train_zeros:0.033344071358442307
- 09/20 08:34:31: train_ones:0.04796756058931351
- 09/20 08:34:31: train_distortion:0.14799976348876953
- 09/20 08:34:31: train_loss:1.3495712280273438
- 09/20 08:34:31: ==========Train Epoch 11 Step: 11569
- 09/20 08:34:31: bpp_ae: [0.3732]
- 09/20 08:34:31: bpp_hyper: [0.1148]
- 09/20 08:34:31: bpp: [0.488]
- 09/20 08:34:31: IoU: [0.6702]
- 09/20 08:36:52: train_zeros:0.03213167190551758
- 09/20 08:36:52: train_ones:0.04721663147211075
- 09/20 08:36:52: train_distortion:0.14361163973808289
- 09/20 08:36:52: train_loss:1.3486385345458984
- 09/20 08:36:52: ==========Train Epoch 11 Step: 11599
- 09/20 08:36:52: bpp_ae: [0.3621]
- 09/20 08:36:52: bpp_hyper: [0.1122]
- 09/20 08:36:52: bpp: [0.4743]
- 09/20 08:36:52: IoU: [0.6602]
- 09/20 08:36:52: Iteration:599 ,save model!
- 09/20 08:39:12: train_zeros:0.04722350463271141
- 09/20 08:39:12: train_ones:0.04766879230737686
- 09/20 08:39:12: train_distortion:0.1893393099308014
- 09/20 08:39:12: train_loss:1.5826886892318726
- 09/20 08:39:12: ==========Train Epoch 11 Step: 11629
- 09/20 08:39:12: bpp_ae: [0.3711]
- 09/20 08:39:12: bpp_hyper: [0.1138]
- 09/20 08:39:12: bpp: [0.4848]
- 09/20 08:39:12: IoU: [0.6737]
- 09/20 08:41:31: train_zeros:0.0317639596760273
- 09/20 08:41:31: train_ones:0.049151379615068436
- 09/20 08:41:31: train_distortion:0.14444325864315033
- 09/20 08:41:31: train_loss:1.3790408372879028
- 09/20 08:41:32: ==========Train Epoch 11 Step: 11659
- 09/20 08:41:32: bpp_ae: [0.3746]
- 09/20 08:41:32: bpp_hyper: [0.1133]
- 09/20 08:41:32: bpp: [0.4879]
- 09/20 08:41:32: IoU: [0.6665]
- 09/20 08:43:51: train_zeros:0.02804344892501831
- 09/20 08:43:51: train_ones:0.04316289350390434
- 09/20 08:43:51: train_distortion:0.12729324400424957
- 09/20 08:43:51: train_loss:1.2371948957443237
- 09/20 08:43:51: ==========Train Epoch 11 Step: 11689
- 09/20 08:43:51: bpp_ae: [0.3676]
- 09/20 08:43:51: bpp_hyper: [0.1107]
- 09/20 08:43:51: bpp: [0.4783]
- 09/20 08:43:51: IoU: [0.659]
- 09/20 08:46:13: train_zeros:0.044073060154914856
- 09/20 08:46:13: train_ones:0.051634036004543304
- 09/20 08:46:13: train_distortion:0.18385320901870728
- 09/20 08:46:13: train_loss:1.5946085453033447
- 09/20 08:46:13: ==========Train Epoch 11 Step: 11719
- 09/20 08:46:13: bpp_ae: [0.3687]
- 09/20 08:46:13: bpp_hyper: [0.109]
- 09/20 08:46:13: bpp: [0.4777]
- 09/20 08:46:13: IoU: [0.664]
- 09/20 08:48:38: train_zeros:0.03379096835851669
- 09/20 08:48:38: train_ones:0.04456878453493118
- 09/20 08:48:38: train_distortion:0.14594168961048126
- 09/20 08:48:38: train_loss:1.3413606882095337
- 09/20 08:48:38: ==========Train Epoch 11 Step: 11749
- 09/20 08:48:38: bpp_ae: [0.3723]
- 09/20 08:48:38: bpp_hyper: [0.1112]
- 09/20 08:48:38: bpp: [0.4835]
- 09/20 08:48:38: IoU: [0.6614]
- 09/20 08:50:59: train_zeros:0.030001800507307053
- 09/20 08:50:59: train_ones:0.03590036928653717
- 09/20 08:50:59: train_distortion:0.12590576708316803
- 09/20 08:50:59: train_loss:1.2413955926895142
- 09/20 08:50:59: ==========Train Epoch 11 Step: 11779
- 09/20 08:50:59: bpp_ae: [0.3829]
- 09/20 08:50:59: bpp_hyper: [0.1134]
- 09/20 08:50:59: bpp: [0.4963]
- 09/20 08:50:59: IoU: [0.6612]
- 09/20 08:53:21: train_zeros:0.019422417506575584
- 09/20 08:53:21: train_ones:0.04387236386537552
- 09/20 08:53:21: train_distortion:0.10213961452245712
- 09/20 08:53:21: train_loss:1.1454977989196777
- 09/20 08:53:21: ==========Train Epoch 11 Step: 11809
- 09/20 08:53:21: bpp_ae: [0.3704]
- 09/20 08:53:21: bpp_hyper: [0.1124]
- 09/20 08:53:21: bpp: [0.4829]
- 09/20 08:53:21: IoU: [0.6638]
- 09/20 08:55:45: train_zeros:0.02783077023923397
- 09/20 08:55:45: train_ones:0.05118098109960556
- 09/20 08:55:45: train_distortion:0.13467329740524292
- 09/20 08:55:45: train_loss:1.3029346466064453
- 09/20 08:55:45: ==========Train Epoch 11 Step: 11839
- 09/20 08:55:45: bpp_ae: [0.3718]
- 09/20 08:55:45: bpp_hyper: [0.1087]
- 09/20 08:55:45: bpp: [0.4805]
- 09/20 08:55:45: IoU: [0.6624]
- 09/20 08:58:08: train_zeros:0.04755641892552376
- 09/20 08:58:08: train_ones:0.047803912311792374
- 09/20 08:58:08: train_distortion:0.19047316908836365
- 09/20 08:58:08: train_loss:1.5987876653671265
- 09/20 08:58:09: ==========Train Epoch 11 Step: 11869
- 09/20 08:58:09: bpp_ae: [0.3694]
- 09/20 08:58:09: bpp_hyper: [0.1108]
- 09/20 08:58:09: bpp: [0.4802]
- 09/20 08:58:09: IoU: [0.6667]
- 09/20 09:00:35: train_zeros:0.023742657154798508
- 09/20 09:00:35: train_ones:0.05202734097838402
- 09/20 09:00:35: train_distortion:0.12325531244277954
- 09/20 09:00:35: train_loss:1.232140064239502
- 09/20 09:00:35: ==========Train Epoch 11 Step: 11899
- 09/20 09:00:35: bpp_ae: [0.3692]
- 09/20 09:00:35: bpp_hyper: [0.1103]
- 09/20 09:00:35: bpp: [0.4795]
- 09/20 09:00:35: IoU: [0.6708]
- 09/20 09:00:35: Iteration:899 ,save model!
- 09/20 09:02:58: train_zeros:0.030821623280644417
- 09/20 09:02:58: train_ones:0.04684308543801308
- 09/20 09:02:58: train_distortion:0.13930796086788177
- 09/20 09:02:58: train_loss:1.3449790477752686
- 09/20 09:02:58: ==========Train Epoch 11 Step: 11929
- 09/20 09:02:58: bpp_ae: [0.3715]
- 09/20 09:02:58: bpp_hyper: [0.115]
- 09/20 09:02:58: bpp: [0.4864]
- 09/20 09:02:58: IoU: [0.6669]
- 09/20 09:05:23: train_zeros:0.0433373749256134
- 09/20 09:05:23: train_ones:0.04502853378653526
- 09/20 09:05:23: train_distortion:0.17504066228866577
- 09/20 09:05:23: train_loss:1.5627330541610718
- 09/20 09:05:23: ==========Train Epoch 11 Step: 11959
- 09/20 09:05:23: bpp_ae: [0.3702]
- 09/20 09:05:23: bpp_hyper: [0.1122]
- 09/20 09:05:23: bpp: [0.4824]
- 09/20 09:05:23: IoU: [0.6642]
- 09/20 09:07:42: train_zeros:0.03548185154795647
- 09/20 09:07:42: train_ones:0.048217304050922394
- 09/20 09:07:42: train_distortion:0.1546628475189209
- 09/20 09:07:42: train_loss:1.4132999181747437
- 09/20 09:07:42: ==========Train Epoch 11 Step: 11989
- 09/20 09:07:42: bpp_ae: [0.3749]
- 09/20 09:07:42: bpp_hyper: [0.1093]
- 09/20 09:07:42: bpp: [0.4842]
- 09/20 09:07:42: IoU: [0.655]
- 09/20 09:08:28: Testing Files length:10
- 09/20 09:08:47: ==========Test Epoch 12 Step: 12
- 09/20 09:08:47: bpp_ae: [0.3213]
- 09/20 09:08:47: bpp_hyper: [0.094]
- 09/20 09:08:47: bpp: [0.4153]
- 09/20 09:08:47: IoU: [0.6611]
- 09/20 09:08:47: ========================================
- Training Epoch: 12
- 09/20 09:08:47: alpha:6 beta:3.0
- 09/20 09:08:47: LR:[1e-05]
- 09/20 09:08:47: Training Files length:1000
- 09/20 09:11:07: train_zeros:0.03294167295098305
- 09/20 09:11:07: train_ones:0.04375715181231499
- 09/20 09:11:07: train_distortion:0.14258217811584473
- 09/20 09:11:07: train_loss:1.2844587564468384
- 09/20 09:11:07: ==========Train Epoch 12 Step: 12029
- 09/20 09:11:07: bpp_ae: [0.3688]
- 09/20 09:11:07: bpp_hyper: [0.1136]
- 09/20 09:11:07: bpp: [0.4825]
- 09/20 09:11:07: IoU: [0.6648]
- 09/20 09:13:29: train_zeros:0.04164375364780426
- 09/20 09:13:29: train_ones:0.05672644451260567
- 09/20 09:13:29: train_distortion:0.18165770173072815
- 09/20 09:13:29: train_loss:1.53652024269104
- 09/20 09:13:29: ==========Train Epoch 12 Step: 12059
- 09/20 09:13:29: bpp_ae: [0.3713]
- 09/20 09:13:29: bpp_hyper: [0.1092]
- 09/20 09:13:29: bpp: [0.4804]
- 09/20 09:13:29: IoU: [0.6761]
- 09/20 09:15:55: train_zeros:0.029649224132299423
- 09/20 09:15:55: train_ones:0.043503791093826294
- 09/20 09:15:55: train_distortion:0.13245145976543427
- 09/20 09:15:55: train_loss:1.3133561611175537
- 09/20 09:15:55: ==========Train Epoch 12 Step: 12089
- 09/20 09:15:55: bpp_ae: [0.3689]
- 09/20 09:15:55: bpp_hyper: [0.1163]
- 09/20 09:15:55: bpp: [0.4852]
- 09/20 09:15:55: IoU: [0.6658]
- 09/20 09:18:19: train_zeros:0.05072299763560295
- 09/20 09:18:19: train_ones:0.05125855654478073
- 09/20 09:18:19: train_distortion:0.20342755317687988
- 09/20 09:18:19: train_loss:1.6832659244537354
- 09/20 09:18:19: ==========Train Epoch 12 Step: 12119
- 09/20 09:18:19: bpp_ae: [0.3717]
- 09/20 09:18:19: bpp_hyper: [0.1118]
- 09/20 09:18:19: bpp: [0.4835]
- 09/20 09:18:19: IoU: [0.6702]
- 09/20 09:20:39: train_zeros:0.06375371664762497
- 09/20 09:20:39: train_ones:0.048311322927474976
- 09/20 09:20:39: train_distortion:0.2395724654197693
- 09/20 09:20:39: train_loss:1.8738702535629272
- 09/20 09:20:39: ==========Train Epoch 12 Step: 12149
- 09/20 09:20:39: bpp_ae: [0.3731]
- 09/20 09:20:39: bpp_hyper: [0.1116]
- 09/20 09:20:39: bpp: [0.4847]
- 09/20 09:20:39: IoU: [0.6645]
- 09/20 09:23:01: train_zeros:0.02421974204480648
- 09/20 09:23:01: train_ones:0.033218178898096085
- 09/20 09:23:01: train_distortion:0.10587739944458008
- 09/20 09:23:01: train_loss:1.130846381187439
- 09/20 09:23:01: ==========Train Epoch 12 Step: 12179
- 09/20 09:23:01: bpp_ae: [0.3743]
- 09/20 09:23:01: bpp_hyper: [0.115]
- 09/20 09:23:01: bpp: [0.4893]
- 09/20 09:23:01: IoU: [0.6666]
- 09/20 09:25:23: train_zeros:0.03481023386120796
- 09/20 09:25:23: train_ones:0.04226033762097359
- 09/20 09:25:23: train_distortion:0.14669103920459747
- 09/20 09:25:23: train_loss:1.4055813550949097
- 09/20 09:25:23: ==========Train Epoch 12 Step: 12209
- 09/20 09:25:23: bpp_ae: [0.3704]
- 09/20 09:25:23: bpp_hyper: [0.1109]
- 09/20 09:25:23: bpp: [0.4813]
- 09/20 09:25:23: IoU: [0.6583]
- 09/20 09:27:47: train_zeros:0.04105635732412338
- 09/20 09:27:47: train_ones:0.04500984400510788
- 09/20 09:27:47: train_distortion:0.16817891597747803
- 09/20 09:27:47: train_loss:1.448489785194397
- 09/20 09:27:48: ==========Train Epoch 12 Step: 12239
- 09/20 09:27:48: bpp_ae: [0.3693]
- 09/20 09:27:48: bpp_hyper: [0.1122]
- 09/20 09:27:48: bpp: [0.4816]
- 09/20 09:27:48: IoU: [0.6767]
- 09/20 09:30:07: train_zeros:0.031243985518813133
- 09/20 09:30:07: train_ones:0.03659046068787575
- 09/20 09:30:07: train_distortion:0.1303224116563797
- 09/20 09:30:07: train_loss:1.2597029209136963
- 09/20 09:30:08: ==========Train Epoch 12 Step: 12269
- 09/20 09:30:08: bpp_ae: [0.3787]
- 09/20 09:30:08: bpp_hyper: [0.1133]
- 09/20 09:30:08: bpp: [0.492]
- 09/20 09:30:08: IoU: [0.6734]
- 09/20 09:32:30: train_zeros:0.039236392825841904
- 09/20 09:32:30: train_ones:0.03917626291513443
- 09/20 09:32:30: train_distortion:0.15688544511795044
- 09/20 09:32:30: train_loss:1.3879280090332031
- 09/20 09:32:30: ==========Train Epoch 12 Step: 12299
- 09/20 09:32:30: bpp_ae: [0.3694]
- 09/20 09:32:30: bpp_hyper: [0.1125]
- 09/20 09:32:30: bpp: [0.4819]
- 09/20 09:32:30: IoU: [0.6639]
- 09/20 09:32:30: Iteration:299 ,save model!
- 09/20 09:34:53: train_zeros:0.02825176529586315
- 09/20 09:34:53: train_ones:0.03911551088094711
- 09/20 09:34:53: train_distortion:0.12387080490589142
- 09/20 09:34:53: train_loss:1.2243483066558838
- 09/20 09:34:53: ==========Train Epoch 12 Step: 12329
- 09/20 09:34:53: bpp_ae: [0.3764]
- 09/20 09:34:53: bpp_hyper: [0.1128]
- 09/20 09:34:53: bpp: [0.4892]
- 09/20 09:34:53: IoU: [0.6723]
- 09/20 09:37:18: train_zeros:0.03310536593198776
- 09/20 09:37:18: train_ones:0.03980570286512375
- 09/20 09:37:18: train_distortion:0.13912180066108704
- 09/20 09:37:18: train_loss:1.3227429389953613
- 09/20 09:37:18: ==========Train Epoch 12 Step: 12359
- 09/20 09:37:18: bpp_ae: [0.3707]
- 09/20 09:37:18: bpp_hyper: [0.1128]
- 09/20 09:37:18: bpp: [0.4836]
- 09/20 09:37:18: IoU: [0.6662]
- 09/20 09:39:39: train_zeros:0.025083385407924652
- 09/20 09:39:39: train_ones:0.038020581007003784
- 09/20 09:39:39: train_distortion:0.11327073723077774
- 09/20 09:39:39: train_loss:1.19853675365448
- 09/20 09:39:39: ==========Train Epoch 12 Step: 12389
- 09/20 09:39:39: bpp_ae: [0.3637]
- 09/20 09:39:39: bpp_hyper: [0.1094]
- 09/20 09:39:39: bpp: [0.4731]
- 09/20 09:39:39: IoU: [0.6716]
- 09/20 09:42:01: train_zeros:0.03519010171294212
- 09/20 09:42:01: train_ones:0.04795977845788002
- 09/20 09:42:01: train_distortion:0.1535300761461258
- 09/20 09:42:01: train_loss:1.5205897092819214
- 09/20 09:42:01: ==========Train Epoch 12 Step: 12419
- 09/20 09:42:01: bpp_ae: [0.3748]
- 09/20 09:42:01: bpp_hyper: [0.1139]
- 09/20 09:42:01: bpp: [0.4887]
- 09/20 09:42:01: IoU: [0.6622]
- 09/20 09:44:24: train_zeros:0.02531301975250244
- 09/20 09:44:24: train_ones:0.04227101057767868
- 09/20 09:44:24: train_distortion:0.118210069835186
- 09/20 09:44:24: train_loss:1.2412254810333252
- 09/20 09:44:24: ==========Train Epoch 12 Step: 12449
- 09/20 09:44:24: bpp_ae: [0.3669]
- 09/20 09:44:24: bpp_hyper: [0.1162]
- 09/20 09:44:24: bpp: [0.4831]
- 09/20 09:44:24: IoU: [0.6758]
- 09/20 09:46:49: train_zeros:0.02039659023284912
- 09/20 09:46:49: train_ones:0.04283824563026428
- 09/20 09:46:49: train_distortion:0.10402801632881165
- 09/20 09:46:49: train_loss:1.1252400875091553
- 09/20 09:46:49: ==========Train Epoch 12 Step: 12479
- 09/20 09:46:49: bpp_ae: [0.3666]
- 09/20 09:46:49: bpp_hyper: [0.1099]
- 09/20 09:46:49: bpp: [0.4765]
- 09/20 09:46:49: IoU: [0.6696]
- 09/20 09:49:13: train_zeros:0.025785386562347412
- 09/20 09:49:13: train_ones:0.041180502623319626
- 09/20 09:49:13: train_distortion:0.11853666603565216
- 09/20 09:49:13: train_loss:1.1697287559509277
- 09/20 09:49:13: ==========Train Epoch 12 Step: 12509
- 09/20 09:49:13: bpp_ae: [0.3687]
- 09/20 09:49:13: bpp_hyper: [0.1134]
- 09/20 09:49:13: bpp: [0.4821]
- 09/20 09:49:13: IoU: [0.6654]
- 09/20 09:51:34: train_zeros:0.03393855318427086
- 09/20 09:51:34: train_ones:0.04729549214243889
- 09/20 09:51:34: train_distortion:0.14911115169525146
- 09/20 09:51:34: train_loss:1.3828061819076538
- 09/20 09:51:35: ==========Train Epoch 12 Step: 12539
- 09/20 09:51:35: bpp_ae: [0.3687]
- 09/20 09:51:35: bpp_hyper: [0.1143]
- 09/20 09:51:35: bpp: [0.483]
- 09/20 09:51:35: IoU: [0.6614]
- 09/20 09:53:57: train_zeros:0.02908060885965824
- 09/20 09:53:57: train_ones:0.05162152647972107
- 09/20 09:53:57: train_distortion:0.13886335492134094
- 09/20 09:53:57: train_loss:1.3262476921081543
- 09/20 09:53:57: ==========Train Epoch 12 Step: 12569
- 09/20 09:53:57: bpp_ae: [0.3774]
- 09/20 09:53:57: bpp_hyper: [0.1121]
- 09/20 09:53:57: bpp: [0.4895]
- 09/20 09:53:57: IoU: [0.6604]
- 09/20 09:56:19: train_zeros:0.038922201842069626
- 09/20 09:56:19: train_ones:0.05518323928117752
- 09/20 09:56:19: train_distortion:0.1719498336315155
- 09/20 09:56:19: train_loss:1.5276620388031006
- 09/20 09:56:19: ==========Train Epoch 12 Step: 12599
- 09/20 09:56:19: bpp_ae: [0.3729]
- 09/20 09:56:19: bpp_hyper: [0.1129]
- 09/20 09:56:19: bpp: [0.4858]
- 09/20 09:56:19: IoU: [0.6586]
- 09/20 09:56:19: Iteration:599 ,save model!
- 09/20 09:58:41: train_zeros:0.03653227910399437
- 09/20 09:58:41: train_ones:0.0470409020781517
- 09/20 09:58:41: train_distortion:0.15663772821426392
- 09/20 09:58:41: train_loss:1.421750545501709
- 09/20 09:58:42: ==========Train Epoch 12 Step: 12629
- 09/20 09:58:42: bpp_ae: [0.3709]
- 09/20 09:58:42: bpp_hyper: [0.1135]
- 09/20 09:58:42: bpp: [0.4844]
- 09/20 09:58:42: IoU: [0.6636]
- 09/20 10:01:03: train_zeros:0.04124106094241142
- 09/20 10:01:03: train_ones:0.04331781342625618
- 09/20 10:01:03: train_distortion:0.16704098880290985
- 09/20 10:01:03: train_loss:1.456555724143982
- 09/20 10:01:03: ==========Train Epoch 12 Step: 12659
- 09/20 10:01:03: bpp_ae: [0.3748]
- 09/20 10:01:03: bpp_hyper: [0.1117]
- 09/20 10:01:03: bpp: [0.4865]
- 09/20 10:01:03: IoU: [0.6774]
- 09/20 10:03:25: train_zeros:0.0410025380551815
- 09/20 10:03:25: train_ones:0.05063939094543457
- 09/20 10:03:25: train_distortion:0.17364700138568878
- 09/20 10:03:25: train_loss:1.517914056777954
- 09/20 10:03:25: ==========Train Epoch 12 Step: 12689
- 09/20 10:03:25: bpp_ae: [0.3703]
- 09/20 10:03:25: bpp_hyper: [0.111]
- 09/20 10:03:25: bpp: [0.4812]
- 09/20 10:03:25: IoU: [0.6635]
- 09/20 10:05:45: train_zeros:0.035043418407440186
- 09/20 10:05:45: train_ones:0.050920628011226654
- 09/20 10:05:45: train_distortion:0.1560508906841278
- 09/20 10:05:45: train_loss:1.4014018774032593
- 09/20 10:05:45: ==========Train Epoch 12 Step: 12719
- 09/20 10:05:45: bpp_ae: [0.3678]
- 09/20 10:05:45: bpp_hyper: [0.1102]
- 09/20 10:05:45: bpp: [0.478]
- 09/20 10:05:45: IoU: [0.6624]
- 09/20 10:08:07: train_zeros:0.03382248803973198
- 09/20 10:08:07: train_ones:0.048744723200798035
- 09/20 10:08:07: train_distortion:0.15021218359470367
- 09/20 10:08:07: train_loss:1.3904496431350708
- 09/20 10:08:07: ==========Train Epoch 12 Step: 12749
- 09/20 10:08:07: bpp_ae: [0.3755]
- 09/20 10:08:07: bpp_hyper: [0.1099]
- 09/20 10:08:07: bpp: [0.4854]
- 09/20 10:08:07: IoU: [0.6608]
- 09/20 10:10:28: train_zeros:0.033656395971775055
- 09/20 10:10:28: train_ones:0.04551045969128609
- 09/20 10:10:28: train_distortion:0.14647965133190155
- 09/20 10:10:28: train_loss:1.3604696989059448
- 09/20 10:10:28: ==========Train Epoch 12 Step: 12779
- 09/20 10:10:28: bpp_ae: [0.3725]
- 09/20 10:10:28: bpp_hyper: [0.1082]
- 09/20 10:10:28: bpp: [0.4808]
- 09/20 10:10:28: IoU: [0.6555]
- 09/20 10:12:49: train_zeros:0.040111128240823746
- 09/20 10:12:49: train_ones:0.04974659904837608
- 09/20 10:12:49: train_distortion:0.17007999122142792
- 09/20 10:12:49: train_loss:1.5076367855072021
- 09/20 10:12:49: ==========Train Epoch 12 Step: 12809
- 09/20 10:12:49: bpp_ae: [0.3668]
- 09/20 10:12:49: bpp_hyper: [0.1083]
- 09/20 10:12:49: bpp: [0.4752]
- 09/20 10:12:49: IoU: [0.6609]
- 09/20 10:15:13: train_zeros:0.029624244198203087
- 09/20 10:15:13: train_ones:0.04806593433022499
- 09/20 10:15:13: train_distortion:0.1369386613368988
- 09/20 10:15:13: train_loss:1.2713593244552612
- 09/20 10:15:13: ==========Train Epoch 12 Step: 12839
- 09/20 10:15:13: bpp_ae: [0.371]
- 09/20 10:15:13: bpp_hyper: [0.1118]
- 09/20 10:15:13: bpp: [0.4828]
- 09/20 10:15:13: IoU: [0.6677]
- 09/20 10:17:34: train_zeros:0.031965222209692
- 09/20 10:17:34: train_ones:0.04165958985686302
- 09/20 10:17:34: train_distortion:0.13755525648593903
- 09/20 10:17:34: train_loss:1.2887293100357056
- 09/20 10:17:34: ==========Train Epoch 12 Step: 12869
- 09/20 10:17:34: bpp_ae: [0.3698]
- 09/20 10:17:34: bpp_hyper: [0.1098]
- 09/20 10:17:34: bpp: [0.4796]
- 09/20 10:17:34: IoU: [0.6596]
- 09/20 10:19:57: train_zeros:0.03850939869880676
- 09/20 10:19:57: train_ones:0.055197544395923615
- 09/20 10:19:57: train_distortion:0.1707257330417633
- 09/20 10:19:57: train_loss:1.4899680614471436
- 09/20 10:19:57: ==========Train Epoch 12 Step: 12899
- 09/20 10:19:57: bpp_ae: [0.3724]
- 09/20 10:19:57: bpp_hyper: [0.1142]
- 09/20 10:19:57: bpp: [0.4867]
- 09/20 10:19:57: IoU: [0.6583]
- 09/20 10:19:57: Iteration:899 ,save model!
- 09/20 10:22:18: train_zeros:0.04115265980362892
- 09/20 10:22:18: train_ones:0.05241622030735016
- 09/20 10:22:18: train_distortion:0.17587420344352722
- 09/20 10:22:18: train_loss:1.5196255445480347
- 09/20 10:22:18: ==========Train Epoch 12 Step: 12929
- 09/20 10:22:18: bpp_ae: [0.3703]
- 09/20 10:22:18: bpp_hyper: [0.1109]
- 09/20 10:22:18: bpp: [0.4812]
- 09/20 10:22:18: IoU: [0.661]
- 09/20 10:24:42: train_zeros:0.03455227613449097
- 09/20 10:24:42: train_ones:0.04530741646885872
- 09/20 10:24:42: train_distortion:0.14896424114704132
- 09/20 10:24:42: train_loss:1.4003067016601562
- 09/20 10:24:42: ==========Train Epoch 12 Step: 12959
- 09/20 10:24:42: bpp_ae: [0.3751]
- 09/20 10:24:42: bpp_hyper: [0.1181]
- 09/20 10:24:42: bpp: [0.4932]
- 09/20 10:24:42: IoU: [0.6673]
- 09/20 10:27:03: train_zeros:0.02736099809408188
- 09/20 10:27:03: train_ones:0.04234272241592407
- 09/20 10:27:03: train_distortion:0.12442571669816971
- 09/20 10:27:03: train_loss:1.2735013961791992
- 09/20 10:27:03: ==========Train Epoch 12 Step: 12989
- 09/20 10:27:03: bpp_ae: [0.3712]
- 09/20 10:27:03: bpp_hyper: [0.1123]
- 09/20 10:27:03: bpp: [0.4835]
- 09/20 10:27:03: IoU: [0.6679]
- 09/20 10:27:54: Testing Files length:10
- 09/20 10:28:12: ==========Test Epoch 13 Step: 13
- 09/20 10:28:12: bpp_ae: [0.3234]
- 09/20 10:28:12: bpp_hyper: [0.0917]
- 09/20 10:28:12: bpp: [0.4151]
- 09/20 10:28:12: IoU: [0.638]
- 09/20 10:28:12: ========================================
- Training Epoch: 13
- 09/20 10:28:12: alpha:6 beta:3.0
- 09/20 10:28:12: LR:[1e-05]
- 09/20 10:28:12: Training Files length:1000
- 09/20 10:30:36: train_zeros:0.030147718265652657
- 09/20 10:30:36: train_ones:0.0413200780749321
- 09/20 10:30:36: train_distortion:0.13176323473453522
- 09/20 10:30:36: train_loss:1.279164433479309
- 09/20 10:30:36: ==========Train Epoch 13 Step: 13029
- 09/20 10:30:36: bpp_ae: [0.3693]
- 09/20 10:30:36: bpp_hyper: [0.1137]
- 09/20 10:30:36: bpp: [0.483]
- 09/20 10:30:36: IoU: [0.667]
- 09/20 10:32:57: train_zeros:0.028907399624586105
- 09/20 10:32:57: train_ones:0.049914486706256866
- 09/20 10:32:57: train_distortion:0.1366366744041443
- 09/20 10:32:57: train_loss:1.3350989818572998
- 09/20 10:32:57: ==========Train Epoch 13 Step: 13059
- 09/20 10:32:57: bpp_ae: [0.3698]
- 09/20 10:32:57: bpp_hyper: [0.1127]
- 09/20 10:32:57: bpp: [0.4825]
- 09/20 10:32:57: IoU: [0.6693]
- 09/20 10:35:17: train_zeros:0.040426887571811676
- 09/20 10:35:17: train_ones:0.04521848261356354
- 09/20 10:35:17: train_distortion:0.16649913787841797
- 09/20 10:35:17: train_loss:1.4850291013717651
- 09/20 10:35:17: ==========Train Epoch 13 Step: 13089
- 09/20 10:35:17: bpp_ae: [0.372]
- 09/20 10:35:17: bpp_hyper: [0.1096]
- 09/20 10:35:17: bpp: [0.4816]
- 09/20 10:35:17: IoU: [0.6686]
- 09/20 10:37:38: train_zeros:0.024681931361556053
- 09/20 10:37:38: train_ones:0.04680115729570389
- 09/20 10:37:38: train_distortion:0.1208469495177269
- 09/20 10:37:38: train_loss:1.2321628332138062
- 09/20 10:37:38: ==========Train Epoch 13 Step: 13119
- 09/20 10:37:38: bpp_ae: [0.3714]
- 09/20 10:37:38: bpp_hyper: [0.1128]
- 09/20 10:37:38: bpp: [0.4843]
- 09/20 10:37:38: IoU: [0.6607]
- 09/20 10:40:04: train_zeros:0.027844136580824852
- 09/20 10:40:04: train_ones:0.037018828094005585
- 09/20 10:40:04: train_distortion:0.12055123597383499
- 09/20 10:40:04: train_loss:1.212811827659607
- 09/20 10:40:04: ==========Train Epoch 13 Step: 13149
- 09/20 10:40:04: bpp_ae: [0.3781]
- 09/20 10:40:04: bpp_hyper: [0.1138]
- 09/20 10:40:04: bpp: [0.4919]
- 09/20 10:40:04: IoU: [0.6683]
- 09/20 10:42:26: train_zeros:0.043818313628435135
- 09/20 10:42:26: train_ones:0.04407994821667671
- 09/20 10:42:26: train_distortion:0.17553488910198212
- 09/20 10:42:26: train_loss:1.5436224937438965
- 09/20 10:42:26: ==========Train Epoch 13 Step: 13179
- 09/20 10:42:26: bpp_ae: [0.3678]
- 09/20 10:42:26: bpp_hyper: [0.1093]
- 09/20 10:42:26: bpp: [0.4771]
- 09/20 10:42:26: IoU: [0.663]
- 09/20 10:44:48: train_zeros:0.0261638592928648
- 09/20 10:44:48: train_ones:0.05356322601437569
- 09/20 10:44:48: train_distortion:0.13205480575561523
- 09/20 10:44:48: train_loss:1.2750632762908936
- 09/20 10:44:48: ==========Train Epoch 13 Step: 13209
- 09/20 10:44:48: bpp_ae: [0.3686]
- 09/20 10:44:48: bpp_hyper: [0.1098]
- 09/20 10:44:48: bpp: [0.4784]
- 09/20 10:44:48: IoU: [0.6577]
- 09/20 10:47:10: train_zeros:0.030483512207865715
- 09/20 10:47:10: train_ones:0.04731026291847229
- 09/20 10:47:10: train_distortion:0.13876080513000488
- 09/20 10:47:10: train_loss:1.335944652557373
- 09/20 10:47:10: ==========Train Epoch 13 Step: 13239
- 09/20 10:47:10: bpp_ae: [0.3826]
- 09/20 10:47:10: bpp_hyper: [0.1113]
- 09/20 10:47:10: bpp: [0.4939]
- 09/20 10:47:10: IoU: [0.6768]
- 09/20 10:49:32: train_zeros:0.040256720036268234
- 09/20 10:49:32: train_ones:0.04660521447658539
- 09/20 10:49:32: train_distortion:0.1673753708600998
- 09/20 10:49:32: train_loss:1.4792722463607788
- 09/20 10:49:32: ==========Train Epoch 13 Step: 13269
- 09/20 10:49:32: bpp_ae: [0.3797]
- 09/20 10:49:32: bpp_hyper: [0.1118]
- 09/20 10:49:32: bpp: [0.4915]
- 09/20 10:49:32: IoU: [0.665]
- 09/20 10:51:54: train_zeros:0.044179774820804596
- 09/20 10:51:54: train_ones:0.04258998483419418
- 09/20 10:51:54: train_distortion:0.17512932419776917
- 09/20 10:51:54: train_loss:1.4994794130325317
- 09/20 10:51:54: ==========Train Epoch 13 Step: 13299
- 09/20 10:51:54: bpp_ae: [0.374]
- 09/20 10:51:54: bpp_hyper: [0.11]
- 09/20 10:51:54: bpp: [0.484]
- 09/20 10:51:54: IoU: [0.6618]
- 09/20 10:51:54: Iteration:299 ,save model!
- 09/20 10:54:20: train_zeros:0.035816967487335205
- 09/20 10:54:20: train_ones:0.04608684405684471
- 09/20 10:54:20: train_distortion:0.15353775024414062
- 09/20 10:54:20: train_loss:1.394762396812439
- 09/20 10:54:20: ==========Train Epoch 13 Step: 13329
- 09/20 10:54:20: bpp_ae: [0.3769]
- 09/20 10:54:20: bpp_hyper: [0.1105]
- 09/20 10:54:20: bpp: [0.4874]
- 09/20 10:54:20: IoU: [0.6547]
- 09/20 10:56:44: train_zeros:0.04228956624865532
- 09/20 10:56:44: train_ones:0.04539426043629646
- 09/20 10:56:44: train_distortion:0.17226295173168182
- 09/20 10:56:44: train_loss:1.4528841972351074
- 09/20 10:56:44: ==========Train Epoch 13 Step: 13359
- 09/20 10:56:44: bpp_ae: [0.3688]
- 09/20 10:56:44: bpp_hyper: [0.1134]
- 09/20 10:56:44: bpp: [0.4822]
- 09/20 10:56:44: IoU: [0.6683]
- 09/20 10:59:08: train_zeros:0.043137289583683014
- 09/20 10:59:08: train_ones:0.047601211816072464
- 09/20 10:59:08: train_distortion:0.1770130842924118
- 09/20 10:59:08: train_loss:1.5187492370605469
- 09/20 10:59:08: ==========Train Epoch 13 Step: 13389
- 09/20 10:59:08: bpp_ae: [0.3646]
- 09/20 10:59:08: bpp_hyper: [0.1081]
- 09/20 10:59:08: bpp: [0.4727]
- 09/20 10:59:08: IoU: [0.6509]
- 09/20 11:01:28: train_zeros:0.02739577740430832
- 09/20 11:01:28: train_ones:0.03979777544736862
- 09/20 11:01:28: train_distortion:0.12198510766029358
- 09/20 11:01:28: train_loss:1.2399357557296753
- 09/20 11:01:28: ==========Train Epoch 13 Step: 13419
- 09/20 11:01:28: bpp_ae: [0.3761]
- 09/20 11:01:28: bpp_hyper: [0.116]
- 09/20 11:01:28: bpp: [0.4922]
- 09/20 11:01:28: IoU: [0.6726]
- 09/20 11:03:48: train_zeros:0.03378942608833313
- 09/20 11:03:48: train_ones:0.04598024860024452
- 09/20 11:03:48: train_distortion:0.1473485231399536
- 09/20 11:03:48: train_loss:1.3624776601791382
- 09/20 11:03:48: ==========Train Epoch 13 Step: 13449
- 09/20 11:03:48: bpp_ae: [0.3723]
- 09/20 11:03:48: bpp_hyper: [0.1137]
- 09/20 11:03:48: bpp: [0.486]
- 09/20 11:03:48: IoU: [0.6554]
- 09/20 11:06:12: train_zeros:0.035486459732055664
- 09/20 11:06:12: train_ones:0.03392680734395981
- 09/20 11:06:12: train_distortion:0.1403861939907074
- 09/20 11:06:12: train_loss:1.3079338073730469
- 09/20 11:06:12: ==========Train Epoch 13 Step: 13479
- 09/20 11:06:12: bpp_ae: [0.3766]
- 09/20 11:06:12: bpp_hyper: [0.1117]
- 09/20 11:06:12: bpp: [0.4883]
- 09/20 11:06:12: IoU: [0.6652]
- 09/20 11:08:34: train_zeros:0.029170222580432892
- 09/20 11:08:34: train_ones:0.045483604073524475
- 09/20 11:08:34: train_distortion:0.13299426436424255
- 09/20 11:08:34: train_loss:1.3150348663330078
- 09/20 11:08:34: ==========Train Epoch 13 Step: 13509
- 09/20 11:08:34: bpp_ae: [0.3697]
- 09/20 11:08:34: bpp_hyper: [0.1144]
- 09/20 11:08:34: bpp: [0.4841]
- 09/20 11:08:34: IoU: [0.668]
- 09/20 11:10:56: train_zeros:0.035450320690870285
- 09/20 11:10:56: train_ones:0.05049221217632294
- 09/20 11:10:56: train_distortion:0.1568431705236435
- 09/20 11:10:56: train_loss:1.4190837144851685
- 09/20 11:10:56: ==========Train Epoch 13 Step: 13539
- 09/20 11:10:56: bpp_ae: [0.3713]
- 09/20 11:10:56: bpp_hyper: [0.1134]
- 09/20 11:10:56: bpp: [0.4848]
- 09/20 11:10:56: IoU: [0.6709]
- 09/20 11:13:19: train_zeros:0.028798067942261696
- 09/20 11:13:19: train_ones:0.04110527038574219
- 09/20 11:13:19: train_distortion:0.12749947607517242
- 09/20 11:13:19: train_loss:1.2649542093276978
- 09/20 11:13:19: ==========Train Epoch 13 Step: 13569
- 09/20 11:13:19: bpp_ae: [0.3727]
- 09/20 11:13:19: bpp_hyper: [0.1101]
- 09/20 11:13:19: bpp: [0.4829]
- 09/20 11:13:19: IoU: [0.6574]
- 09/20 11:15:42: train_zeros:0.029736550524830818
- 09/20 11:15:42: train_ones:0.05272587388753891
- 09/20 11:15:42: train_distortion:0.1419355273246765
- 09/20 11:15:42: train_loss:1.3545198440551758
- 09/20 11:15:42: ==========Train Epoch 13 Step: 13599 可以
- 09/20 11:15:42: bpp_ae: [0.3692]
- 09/20 11:15:42: bpp_hyper: [0.11]
- 09/20 11:15:42: bpp: [0.4792]
- 09/20 11:15:42: IoU: [0.6737]
- 09/20 11:15:42: Iteration:599 ,save model!
- 09/20 11:18:06: train_zeros:0.030224351212382317
- 09/20 11:18:06: train_ones:0.04607091471552849
- 09/20 11:18:06: train_distortion:0.13674396276474
- 09/20 11:18:06: train_loss:1.2714449167251587
- 09/20 11:18:06: ==========Train Epoch 13 Step: 13629
- 09/20 11:18:06: bpp_ae: [0.3677]
- 09/20 11:18:06: bpp_hyper: [0.1081]
- 09/20 11:18:06: bpp: [0.4758]
- 09/20 11:18:06: IoU: [0.6605]
- 09/20 11:20:23: train_zeros:0.04447140917181969
- 09/20 11:20:23: train_ones:0.04478548839688301
- 09/20 11:20:23: train_distortion:0.17819970846176147
- 09/20 11:20:23: train_loss:1.542062520980835
- 09/20 11:20:24: ==========Train Epoch 13 Step: 13659
- 09/20 11:20:24: bpp_ae: [0.3678]
- 09/20 11:20:24: bpp_hyper: [0.113]
- 09/20 11:20:24: bpp: [0.4808]
- 09/20 11:20:24: IoU: [0.6654]
- 09/20 11:22:45: train_zeros:0.02389140985906124
- 09/20 11:22:45: train_ones:0.04347566142678261
- 09/20 11:22:45: train_distortion:0.11514988541603088
- 09/20 11:22:45: train_loss:1.2252461910247803
- 09/20 11:22:45: ==========Train Epoch 13 Step: 13689
- 09/20 11:22:45: bpp_ae: [0.3788]
- 09/20 11:22:45: bpp_hyper: [0.1158]
- 09/20 11:22:45: bpp: [0.4946]
- 09/20 11:22:45: IoU: [0.6604]
- 09/20 11:25:05: train_zeros:0.03968143090605736
- 09/20 11:25:05: train_ones:0.04967289790511131
- 09/20 11:25:05: train_distortion:0.1687171906232834
- 09/20 11:25:05: train_loss:1.4799811840057373
- 09/20 11:25:05: ==========Train Epoch 13 Step: 13719
- 09/20 11:25:05: bpp_ae: [0.3765]
- 09/20 11:25:05: bpp_hyper: [0.1117]
- 09/20 11:25:05: bpp: [0.4882]
- 09/20 11:25:05: IoU: [0.6616]
- 09/20 11:27:27: train_zeros:0.04258488118648529
- 09/20 11:27:27: train_ones:0.04200955852866173
- 09/20 11:27:27: train_distortion:0.1697642058134079
- 09/20 11:27:27: train_loss:1.492550015449524
- 09/20 11:27:27: ==========Train Epoch 13 Step: 13749
- 09/20 11:27:27: bpp_ae: [0.3717]
- 09/20 11:27:27: bpp_hyper: [0.1131]
- 09/20 11:27:27: bpp: [0.4848]
- 09/20 11:27:27: IoU: [0.662]
- 09/20 11:29:48: train_zeros:0.03968968614935875
- 09/20 11:29:48: train_ones:0.05330091714859009
- 09/20 11:29:48: train_distortion:0.17236997187137604
- 09/20 11:29:48: train_loss:1.5039424896240234
- 09/20 11:29:48: ==========Train Epoch 13 Step: 13779
- 09/20 11:29:48: bpp_ae: [0.3697]
- 09/20 11:29:48: bpp_hyper: [0.112]
- 09/20 11:29:48: bpp: [0.4817]
- 09/20 11:29:48: IoU: [0.6719]
- 09/20 11:32:09: train_zeros:0.030490614473819733
- 09/20 11:32:09: train_ones:0.04487641528248787
- 09/20 11:32:09: train_distortion:0.13634826242923737
- 09/20 11:32:09: train_loss:1.2823933362960815
- 09/20 11:32:09: ==========Train Epoch 13 Step: 13809
- 09/20 11:32:09: bpp_ae: [0.3649]
- 09/20 11:32:09: bpp_hyper: [0.1099]
- 09/20 11:32:09: bpp: [0.4748]
- 09/20 11:32:09: IoU: [0.6515]
- 09/20 11:34:31: train_zeros:0.026005804538726807
- 09/20 11:34:31: train_ones:0.043265555053949356
- 09/20 11:34:31: train_distortion:0.12128296494483948
- 09/20 11:34:31: train_loss:1.1878215074539185
- 09/20 11:34:32: ==========Train Epoch 13 Step: 13839
- 09/20 11:34:32: bpp_ae: [0.3623]
- 09/20 11:34:32: bpp_hyper: [0.1114]
- 09/20 11:34:32: bpp: [0.4738]
- 09/20 11:34:32: IoU: [0.6635]
- 09/20 11:36:53: train_zeros:0.04686737060546875
- 09/20 11:36:53: train_ones:0.05338031426072121
- 09/20 11:36:53: train_distortion:0.19398242235183716
- 09/20 11:36:53: train_loss:1.648524522781372
- 09/20 11:36:54: ==========Train Epoch 13 Step: 13869
- 09/20 11:36:54: bpp_ae: [0.3689]
- 09/20 11:36:54: bpp_hyper: [0.1141]
- 09/20 11:36:54: bpp: [0.483]
- 09/20 11:36:54: IoU: [0.6661]
- 09/20 11:39:14: train_zeros:0.03542646765708923
- 09/20 11:39:14: train_ones:0.0471527986228466
- 09/20 11:39:14: train_distortion:0.1534322053194046
- 09/20 11:39:14: train_loss:1.394136667251587
- 09/20 11:39:14: ==========Train Epoch 13 Step: 13899
- 09/20 11:39:14: bpp_ae: [0.366]
- 09/20 11:39:14: bpp_hyper: [0.1089]
- 09/20 11:39:14: bpp: [0.475]
- 09/20 11:39:14: IoU: [0.6535]
- 09/20 11:39:14: Iteration:899 ,save model!
- 09/20 11:41:36: train_zeros:0.035225119441747665
- 09/20 11:41:36: train_ones:0.04353799670934677
- 09/20 11:41:36: train_distortion:0.14921334385871887
- 09/20 11:41:36: train_loss:1.3641618490219116
- 09/20 11:41:36: ==========Train Epoch 13 Step: 13929
- 09/20 11:41:36: bpp_ae: [0.3683]
- 09/20 11:41:36: bpp_hyper: [0.1119]
- 09/20 11:41:36: bpp: [0.4802]
- 09/20 11:41:36: IoU: [0.6678]
- 09/20 11:43:57: train_zeros:0.031209588050842285
- 09/20 11:43:57: train_ones:0.03929773345589638
- 09/20 11:43:57: train_distortion:0.13292649388313293
- 09/20 11:43:57: train_loss:1.2988617420196533
- 09/20 11:43:57: ==========Train Epoch 13 Step: 13959
- 09/20 11:43:57: bpp_ae: [0.3763]
- 09/20 11:43:57: bpp_hyper: [0.1131]
- 09/20 11:43:57: bpp: [0.4895]
- 09/20 11:43:57: IoU: [0.6632]
- 09/20 11:46:21: train_zeros:0.03803633153438568
- 09/20 11:46:21: train_ones:0.04403921589255333
- 09/20 11:46:21: train_distortion:0.15814821422100067
- 09/20 11:46:21: train_loss:1.4219591617584229
- 09/20 11:46:22: ==========Train Epoch 13 Step: 13989
- 09/20 11:46:22: bpp_ae: [0.3725]
- 09/20 11:46:22: bpp_hyper: [0.1131]
- 09/20 11:46:22: bpp: [0.4856]
- 09/20 11:46:22: IoU: [0.6735]
- 09/20 11:47:10: Testing Files length:10
- 09/20 11:47:27: ==========Test Epoch 14 Step: 14
- 09/20 11:47:27: bpp_ae: [0.3256]
- 09/20 11:47:27: bpp_hyper: [0.0948]
- 09/20 11:47:27: bpp: [0.4204]
- 09/20 11:47:27: IoU: [0.6464]
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