Namespace(aux=True, aux_weight=0.5, backbone='resnet50', base_size=2048, batch_size=32, checkname='fastscnn_citys', crop_size=1024, ctx=[gpu(0), gpu(1), gpu(2), gpu(3), gpu(4), gpu(5), gpu(6), gpu(7)], dataset='citys', dtype='float32', epochs=1000, eval=False, kvstore='device', log_interval=20, logging_file='train.log', lr=0.045, mode=None, model='fastscnn', model_zoo=None, momentum=0.9, ngpus=8, no_cuda=False, no_val=False, no_wd=False, norm_kwargs={}, norm_layer=<class 'mxnet.gluon.nn.basic_layers.BatchNorm'>, optimizer='sgd', pretrained=False, resume=None, save_dir='runs/citys/fastscnn/resnet50/', start_epoch=0, syncbn=False, test_batch_size=16, train_split='train', warmup_epochs=0, weight_decay=0.0001, workers=48)
FastSCNN(
  (learning_to_downsample): LearningToDownsample(
    (conv): _ConvBNReLU(
      (block): HybridSequential(
        (0): Conv2D(3 -> 32, kernel_size=(3, 3), stride=(2, 2), bias=False)
        (1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=32)
        (2): Activation(relu)
      )
    )
    (dsconv1): _DSConv(
      (conv): HybridSequential(
        (0): Conv2D(1 -> 32, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), groups=32, bias=False)
        (1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=32)
        (2): Activation(relu)
        (3): Conv2D(32 -> 48, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (4): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=48)
        (5): Activation(relu)
      )
    )
    (dsconv2): _DSConv(
      (conv): HybridSequential(
        (0): Conv2D(1 -> 48, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), groups=48, bias=False)
        (1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=48)
        (2): Activation(relu)
        (3): Conv2D(48 -> 64, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (4): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=64)
        (5): Activation(relu)
      )
    )
  )
  (global_feature_extractor): GlobalFeatureExtractor(
    (bottleneck1): HybridSequential(
      (0): LinearBottleneck(
        (block): HybridSequential(
          (0): _ConvBNReLU(
            (block): HybridSequential(
              (0): Conv2D(64 -> 384, kernel_size=(1, 1), stride=(1, 1), bias=False)
              (1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=384)
              (2): Activation(relu)
            )
          )
          (1): _DWConv(
            (conv): HybridSequential(
              (0): Conv2D(1 -> 384, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), groups=384, bias=False)
              (1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=384)
              (2): Activation(relu)
            )
          )
          (2): Conv2D(384 -> 64, kernel_size=(1, 1), stride=(1, 1), bias=False)
          (3): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=64)
        )
      )
      (1): LinearBottleneck(
        (block): HybridSequential(
          (0): _ConvBNReLU(
            (block): HybridSequential(
              (0): Conv2D(64 -> 384, kernel_size=(1, 1), stride=(1, 1), bias=False)
              (1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=384)
              (2): Activation(relu)
            )
          )
          (1): _DWConv(
            (conv): HybridSequential(
              (0): Conv2D(1 -> 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=384, bias=False)
              (1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=384)
              (2): Activation(relu)
            )
          )
          (2): Conv2D(384 -> 64, kernel_size=(1, 1), stride=(1, 1), bias=False)
          (3): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=64)
        )
      )
      (2): LinearBottleneck(
        (block): HybridSequential(
          (0): _ConvBNReLU(
            (block): HybridSequential(
              (0): Conv2D(64 -> 384, kernel_size=(1, 1), stride=(1, 1), bias=False)
              (1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=384)
              (2): Activation(relu)
            )
          )
          (1): _DWConv(
            (conv): HybridSequential(
              (0): Conv2D(1 -> 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=384, bias=False)
              (1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=384)
              (2): Activation(relu)
            )
          )
          (2): Conv2D(384 -> 64, kernel_size=(1, 1), stride=(1, 1), bias=False)
          (3): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=64)
        )
      )
    )
    (bottleneck2): HybridSequential(
      (0): LinearBottleneck(
        (block): HybridSequential(
          (0): _ConvBNReLU(
            (block): HybridSequential(
              (0): Conv2D(64 -> 384, kernel_size=(1, 1), stride=(1, 1), bias=False)
              (1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=384)
              (2): Activation(relu)
            )
          )
          (1): _DWConv(
            (conv): HybridSequential(
              (0): Conv2D(1 -> 384, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), groups=384, bias=False)
              (1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=384)
              (2): Activation(relu)
            )
          )
          (2): Conv2D(384 -> 96, kernel_size=(1, 1), stride=(1, 1), bias=False)
          (3): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=96)
        )
      )
      (1): LinearBottleneck(
        (block): HybridSequential(
          (0): _ConvBNReLU(
            (block): HybridSequential(
              (0): Conv2D(96 -> 576, kernel_size=(1, 1), stride=(1, 1), bias=False)
              (1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=576)
              (2): Activation(relu)
            )
          )
          (1): _DWConv(
            (conv): HybridSequential(
              (0): Conv2D(1 -> 576, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=576, bias=False)
              (1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=576)
              (2): Activation(relu)
            )
          )
          (2): Conv2D(576 -> 96, kernel_size=(1, 1), stride=(1, 1), bias=False)
          (3): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=96)
        )
      )
      (2): LinearBottleneck(
        (block): HybridSequential(
          (0): _ConvBNReLU(
            (block): HybridSequential(
              (0): Conv2D(96 -> 576, kernel_size=(1, 1), stride=(1, 1), bias=False)
              (1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=576)
              (2): Activation(relu)
            )
          )
          (1): _DWConv(
            (conv): HybridSequential(
              (0): Conv2D(1 -> 576, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=576, bias=False)
              (1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=576)
              (2): Activation(relu)
            )
          )
          (2): Conv2D(576 -> 96, kernel_size=(1, 1), stride=(1, 1), bias=False)
          (3): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=96)
        )
      )
    )
    (bottleneck3): HybridSequential(
      (0): LinearBottleneck(
        (block): HybridSequential(
          (0): _ConvBNReLU(
            (block): HybridSequential(
              (0): Conv2D(96 -> 576, kernel_size=(1, 1), stride=(1, 1), bias=False)
              (1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=576)
              (2): Activation(relu)
            )
          )
          (1): _DWConv(
            (conv): HybridSequential(
              (0): Conv2D(1 -> 576, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=576, bias=False)
              (1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=576)
              (2): Activation(relu)
            )
          )
          (2): Conv2D(576 -> 128, kernel_size=(1, 1), stride=(1, 1), bias=False)
          (3): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=128)
        )
      )
      (1): LinearBottleneck(
        (block): HybridSequential(
          (0): _ConvBNReLU(
            (block): HybridSequential(
              (0): Conv2D(128 -> 768, kernel_size=(1, 1), stride=(1, 1), bias=False)
              (1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=768)
              (2): Activation(relu)
            )
          )
          (1): _DWConv(
            (conv): HybridSequential(
              (0): Conv2D(1 -> 768, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=768, bias=False)
              (1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=768)
              (2): Activation(relu)
            )
          )
          (2): Conv2D(768 -> 128, kernel_size=(1, 1), stride=(1, 1), bias=False)
          (3): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=128)
        )
      )
      (2): LinearBottleneck(
        (block): HybridSequential(
          (0): _ConvBNReLU(
            (block): HybridSequential(
              (0): Conv2D(128 -> 768, kernel_size=(1, 1), stride=(1, 1), bias=False)
              (1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=768)
              (2): Activation(relu)
            )
          )
          (1): _DWConv(
            (conv): HybridSequential(
              (0): Conv2D(1 -> 768, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=768, bias=False)
              (1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=768)
              (2): Activation(relu)
            )
          )
          (2): Conv2D(768 -> 128, kernel_size=(1, 1), stride=(1, 1), bias=False)
          (3): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=128)
        )
      )
    )
    (ppm): _FastPyramidPooling(
      (conv1): HybridSequential(
        (0): Conv2D(128 -> 32, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=32)
        (2): Activation(relu)
      )
      (conv2): HybridSequential(
        (0): Conv2D(128 -> 32, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=32)
        (2): Activation(relu)
      )
      (conv3): HybridSequential(
        (0): Conv2D(128 -> 32, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=32)
        (2): Activation(relu)
      )
      (conv4): HybridSequential(
        (0): Conv2D(128 -> 32, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=32)
        (2): Activation(relu)
      )
      (out): _ConvBNReLU(
        (block): HybridSequential(
          (0): Conv2D(256 -> 128, kernel_size=(1, 1), stride=(1, 1), bias=False)
          (1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=128)
          (2): Activation(relu)
        )
      )
    )
  )
  (feature_fusion): FeatureFusionModule(
    (dwconv): _DWConv(
      (conv): HybridSequential(
        (0): Conv2D(1 -> 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=128, bias=False)
        (1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=128)
        (2): Activation(relu)
      )
    )
    (conv_lower_res): Conv2D(128 -> 128, kernel_size=(1, 1), stride=(1, 1))
    (conv_higher_res): Conv2D(64 -> 128, kernel_size=(1, 1), stride=(1, 1))
    (bn): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=128)
    (relu): Activation(relu)
  )
  (classifier): Classifer(
    (dsconv1): _DSConv(
      (conv): HybridSequential(
        (0): Conv2D(1 -> 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=128, bias=False)
        (1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=128)
        (2): Activation(relu)
        (3): Conv2D(128 -> 128, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (4): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=128)
        (5): Activation(relu)
      )
    )
    (dsconv2): _DSConv(
      (conv): HybridSequential(
        (0): Conv2D(1 -> 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=128, bias=False)
        (1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=128)
        (2): Activation(relu)
        (3): Conv2D(128 -> 128, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (4): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=128)
        (5): Activation(relu)
      )
    )
    (dp): Dropout(p = 0.1, axes=())
    (conv): Conv2D(128 -> 19, kernel_size=(1, 1), stride=(1, 1))
  )
  (auxlayer): _auxHead(
    (block): HybridSequential(
      (0): Conv2D(64 -> 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
      (1): BatchNorm(axis=1, eps=1e-05, momentum=0.9, fix_gamma=False, use_global_stats=False, in_channels=64)
      (2): Activation(relu)
      (3): Dropout(p = 0.1, axes=())
      (4): Conv2D(64 -> 19, kernel_size=(1, 1), stride=(1, 1))
    )
  )
)
Starting Epoch: 0
Total Epochs: 1000
Epoch 0 iteration 0020/0093: training loss 2.483
Epoch 0 iteration 0040/0093: training loss 2.056
Epoch 0 iteration 0060/0093: training loss 1.850
Epoch 0 iteration 0080/0093: training loss 1.719
Epoch 0 validation pixAcc: 0.806, mIoU: 0.169
Epoch 1 iteration 0020/0093: training loss 1.252
Epoch 1 iteration 0040/0093: training loss 1.233
Epoch 1 iteration 0060/0093: training loss 1.227
Epoch 1 iteration 0080/0093: training loss 1.214
Epoch 1 validation pixAcc: 0.704, mIoU: 0.131
Epoch 2 iteration 0020/0093: training loss 1.106
Epoch 2 iteration 0040/0093: training loss 1.091
Epoch 2 iteration 0060/0093: training loss 1.099
Epoch 2 iteration 0080/0093: training loss 1.102
Epoch 2 validation pixAcc: 0.789, mIoU: 0.194
Epoch 3 iteration 0020/0093: training loss 1.031
Epoch 3 iteration 0040/0093: training loss 1.038
Epoch 3 iteration 0060/0093: training loss 1.051
Epoch 3 iteration 0080/0093: training loss 1.038
Epoch 3 validation pixAcc: 0.845, mIoU: 0.228
Epoch 4 iteration 0020/0093: training loss 0.989
Epoch 4 iteration 0040/0093: training loss 0.979
Epoch 4 iteration 0060/0093: training loss 0.975
Epoch 4 iteration 0080/0093: training loss 0.971
Epoch 4 validation pixAcc: 0.848, mIoU: 0.221
Epoch 5 iteration 0020/0093: training loss 0.947
Epoch 5 iteration 0040/0093: training loss 0.940
Epoch 5 iteration 0060/0093: training loss 0.948
Epoch 5 iteration 0080/0093: training loss 0.940
Epoch 5 validation pixAcc: 0.826, mIoU: 0.210
Epoch 6 iteration 0020/0093: training loss 0.922
Epoch 6 iteration 0040/0093: training loss 0.903
Epoch 6 iteration 0060/0093: training loss 0.908
Epoch 6 iteration 0080/0093: training loss 0.906
Epoch 6 validation pixAcc: 0.843, mIoU: 0.237
Epoch 7 iteration 0020/0093: training loss 0.911
Epoch 7 iteration 0040/0093: training loss 0.922
Epoch 7 iteration 0060/0093: training loss 0.902
Epoch 7 iteration 0080/0093: training loss 0.895
Epoch 7 validation pixAcc: 0.855, mIoU: 0.242
Epoch 8 iteration 0020/0093: training loss 0.882
Epoch 8 iteration 0040/0093: training loss 0.884
Epoch 8 iteration 0060/0093: training loss 0.875
Epoch 8 iteration 0080/0093: training loss 0.866
Epoch 8 validation pixAcc: 0.844, mIoU: 0.249
Epoch 9 iteration 0020/0093: training loss 0.866
Epoch 9 iteration 0040/0093: training loss 0.852
Epoch 9 iteration 0060/0093: training loss 0.855
Epoch 9 iteration 0080/0093: training loss 0.841
Epoch 9 validation pixAcc: 0.873, mIoU: 0.264
Epoch 10 iteration 0020/0093: training loss 0.838
Epoch 10 iteration 0040/0093: training loss 0.826
Epoch 10 iteration 0060/0093: training loss 0.823
Epoch 10 iteration 0080/0093: training loss 0.814
Epoch 10 validation pixAcc: 0.879, mIoU: 0.275
Epoch 11 iteration 0020/0093: training loss 0.812
Epoch 11 iteration 0040/0093: training loss 0.821
Epoch 11 iteration 0060/0093: training loss 0.821
Epoch 11 iteration 0080/0093: training loss 0.822
Epoch 11 validation pixAcc: 0.858, mIoU: 0.268
Epoch 12 iteration 0020/0093: training loss 0.789
Epoch 12 iteration 0040/0093: training loss 0.807
Epoch 12 iteration 0060/0093: training loss 0.804
Epoch 12 iteration 0080/0093: training loss 0.796
Epoch 12 validation pixAcc: 0.875, mIoU: 0.288
Epoch 13 iteration 0020/0093: training loss 0.765
Epoch 13 iteration 0040/0093: training loss 0.760
Epoch 13 iteration 0060/0093: training loss 0.766
Epoch 13 iteration 0080/0093: training loss 0.766
Epoch 13 validation pixAcc: 0.878, mIoU: 0.287
Epoch 14 iteration 0020/0093: training loss 0.801
Epoch 14 iteration 0040/0093: training loss 0.778
Epoch 14 iteration 0060/0093: training loss 0.772
Epoch 14 iteration 0080/0093: training loss 0.766
Epoch 14 validation pixAcc: 0.869, mIoU: 0.279
Epoch 15 iteration 0020/0093: training loss 0.734
Epoch 15 iteration 0040/0093: training loss 0.749
Epoch 15 iteration 0060/0093: training loss 0.756
Epoch 15 iteration 0080/0093: training loss 0.762
Epoch 15 validation pixAcc: 0.885, mIoU: 0.302
Epoch 16 iteration 0020/0093: training loss 0.764
Epoch 16 iteration 0040/0093: training loss 0.749
Epoch 16 iteration 0060/0093: training loss 0.746
Epoch 16 iteration 0080/0093: training loss 0.754
Epoch 16 validation pixAcc: 0.882, mIoU: 0.289
Epoch 17 iteration 0020/0093: training loss 0.778
Epoch 17 iteration 0040/0093: training loss 0.745
Epoch 17 iteration 0060/0093: training loss 0.741
Epoch 17 iteration 0080/0093: training loss 0.744
Epoch 17 validation pixAcc: 0.892, mIoU: 0.314
Epoch 18 iteration 0020/0093: training loss 0.782
Epoch 18 iteration 0040/0093: training loss 0.748
Epoch 18 iteration 0060/0093: training loss 0.744
Epoch 18 iteration 0080/0093: training loss 0.742
Epoch 18 validation pixAcc: 0.891, mIoU: 0.311
Epoch 19 iteration 0020/0093: training loss 0.749
Epoch 19 iteration 0040/0093: training loss 0.735
Epoch 19 iteration 0060/0093: training loss 0.742
Epoch 19 iteration 0080/0093: training loss 0.728
Epoch 19 validation pixAcc: 0.887, mIoU: 0.311
Epoch 20 iteration 0020/0093: training loss 0.675
Epoch 20 iteration 0040/0093: training loss 0.693
Epoch 20 iteration 0060/0093: training loss 0.699
Epoch 20 iteration 0080/0093: training loss 0.704
Epoch 20 validation pixAcc: 0.879, mIoU: 0.303
Epoch 21 iteration 0020/0093: training loss 0.707
Epoch 21 iteration 0040/0093: training loss 0.695
Epoch 21 iteration 0060/0093: training loss 0.700
Epoch 21 iteration 0080/0093: training loss 0.705
Epoch 21 validation pixAcc: 0.885, mIoU: 0.320
Epoch 22 iteration 0020/0093: training loss 0.717
Epoch 22 iteration 0040/0093: training loss 0.716
Epoch 22 iteration 0060/0093: training loss 0.704
Epoch 22 iteration 0080/0093: training loss 0.706
Epoch 22 validation pixAcc: 0.889, mIoU: 0.314
Epoch 23 iteration 0020/0093: training loss 0.730
Epoch 23 iteration 0040/0093: training loss 0.714
Epoch 23 iteration 0060/0093: training loss 0.704
Epoch 23 iteration 0080/0093: training loss 0.697
Epoch 23 validation pixAcc: 0.892, mIoU: 0.323
Epoch 24 iteration 0020/0093: training loss 0.681
Epoch 24 iteration 0040/0093: training loss 0.701
Epoch 24 iteration 0060/0093: training loss 0.702
Epoch 24 iteration 0080/0093: training loss 0.704
Epoch 24 validation pixAcc: 0.888, mIoU: 0.311
Epoch 25 iteration 0020/0093: training loss 0.699
Epoch 25 iteration 0040/0093: training loss 0.686
Epoch 25 iteration 0060/0093: training loss 0.686
Epoch 25 iteration 0080/0093: training loss 0.687
Epoch 25 validation pixAcc: 0.892, mIoU: 0.322
Epoch 26 iteration 0020/0093: training loss 0.650
Epoch 26 iteration 0040/0093: training loss 0.657
Epoch 26 iteration 0060/0093: training loss 0.663
Epoch 26 iteration 0080/0093: training loss 0.666
Epoch 26 validation pixAcc: 0.888, mIoU: 0.330
Epoch 27 iteration 0020/0093: training loss 0.679
Epoch 27 iteration 0040/0093: training loss 0.661
Epoch 27 iteration 0060/0093: training loss 0.667
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Epoch 27 validation pixAcc: 0.890, mIoU: 0.335
Epoch 28 iteration 0020/0093: training loss 0.666
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Epoch 28 validation pixAcc: 0.893, mIoU: 0.335
Epoch 29 iteration 0020/0093: training loss 0.636
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Epoch 29 validation pixAcc: 0.897, mIoU: 0.341
Epoch 30 iteration 0020/0093: training loss 0.668
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Epoch 30 validation pixAcc: 0.885, mIoU: 0.334
Epoch 31 iteration 0020/0092: training loss 0.668
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Epoch 31 validation pixAcc: 0.896, mIoU: 0.350
Epoch 32 iteration 0020/0093: training loss 0.647
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Epoch 32 validation pixAcc: 0.888, mIoU: 0.332
Epoch 33 iteration 0020/0093: training loss 0.634
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Epoch 33 validation pixAcc: 0.897, mIoU: 0.352
Epoch 34 iteration 0020/0093: training loss 0.668
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Epoch 34 validation pixAcc: 0.896, mIoU: 0.355
Epoch 35 iteration 0020/0093: training loss 0.645
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Epoch 35 validation pixAcc: 0.887, mIoU: 0.329
Epoch 36 iteration 0020/0093: training loss 0.665
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Epoch 36 validation pixAcc: 0.891, mIoU: 0.343
Epoch 37 iteration 0020/0093: training loss 0.643
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Epoch 37 validation pixAcc: 0.891, mIoU: 0.346
Epoch 38 iteration 0020/0093: training loss 0.625
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Epoch 38 iteration 0080/0093: training loss 0.636
Epoch 38 validation pixAcc: 0.894, mIoU: 0.360
Epoch 39 iteration 0020/0093: training loss 0.620
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Epoch 39 validation pixAcc: 0.895, mIoU: 0.360
Epoch 40 iteration 0020/0093: training loss 0.624
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Epoch 40 validation pixAcc: 0.894, mIoU: 0.360
Epoch 41 iteration 0020/0093: training loss 0.606
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Epoch 41 iteration 0080/0093: training loss 0.618
Epoch 41 validation pixAcc: 0.888, mIoU: 0.352
Epoch 42 iteration 0020/0093: training loss 0.626
Epoch 42 iteration 0040/0093: training loss 0.634
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Epoch 42 validation pixAcc: 0.904, mIoU: 0.366
Epoch 43 iteration 0020/0093: training loss 0.616
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Epoch 43 validation pixAcc: 0.901, mIoU: 0.373
Epoch 44 iteration 0020/0093: training loss 0.621
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Epoch 44 validation pixAcc: 0.899, mIoU: 0.348
Epoch 45 iteration 0020/0093: training loss 0.608
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Epoch 45 validation pixAcc: 0.893, mIoU: 0.362
Epoch 46 iteration 0020/0093: training loss 0.599
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Epoch 46 iteration 0060/0093: training loss 0.614
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Epoch 46 validation pixAcc: 0.897, mIoU: 0.358
Epoch 47 iteration 0020/0093: training loss 0.648
Epoch 47 iteration 0040/0093: training loss 0.621
Epoch 47 iteration 0060/0093: training loss 0.613
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Epoch 47 validation pixAcc: 0.887, mIoU: 0.355
Epoch 48 iteration 0020/0093: training loss 0.612
Epoch 48 iteration 0040/0093: training loss 0.600
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Epoch 48 validation pixAcc: 0.898, mIoU: 0.372
Epoch 49 iteration 0020/0093: training loss 0.618
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Epoch 49 validation pixAcc: 0.891, mIoU: 0.366
Epoch 50 iteration 0020/0093: training loss 0.592
Epoch 50 iteration 0040/0093: training loss 0.604
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Epoch 50 iteration 0080/0093: training loss 0.618
Epoch 50 validation pixAcc: 0.896, mIoU: 0.373
Epoch 51 iteration 0020/0093: training loss 0.618
Epoch 51 iteration 0040/0093: training loss 0.616
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Epoch 51 iteration 0080/0093: training loss 0.613
Epoch 51 validation pixAcc: 0.896, mIoU: 0.356
Epoch 52 iteration 0020/0093: training loss 0.610
Epoch 52 iteration 0040/0093: training loss 0.596
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Epoch 52 validation pixAcc: 0.851, mIoU: 0.325
Epoch 53 iteration 0020/0093: training loss 0.592
Epoch 53 iteration 0040/0093: training loss 0.605
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Epoch 53 iteration 0080/0093: training loss 0.616
Epoch 53 validation pixAcc: 0.902, mIoU: 0.368
Epoch 54 iteration 0020/0093: training loss 0.588
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Epoch 54 validation pixAcc: 0.879, mIoU: 0.354
Epoch 55 iteration 0020/0093: training loss 0.573
Epoch 55 iteration 0040/0093: training loss 0.594
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Epoch 55 validation pixAcc: 0.891, mIoU: 0.369
Epoch 56 iteration 0020/0093: training loss 0.614
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Epoch 56 validation pixAcc: 0.896, mIoU: 0.366
Epoch 57 iteration 0020/0093: training loss 0.587
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Epoch 57 iteration 0080/0093: training loss 0.580
Epoch 57 validation pixAcc: 0.893, mIoU: 0.372
Epoch 58 iteration 0020/0093: training loss 0.569
Epoch 58 iteration 0040/0093: training loss 0.581
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Epoch 58 validation pixAcc: 0.893, mIoU: 0.377
Epoch 59 iteration 0020/0093: training loss 0.576
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Epoch 59 iteration 0060/0093: training loss 0.582
Epoch 59 iteration 0080/0093: training loss 0.583
Epoch 59 validation pixAcc: 0.901, mIoU: 0.382
Epoch 60 iteration 0020/0093: training loss 0.600
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Epoch 60 validation pixAcc: 0.904, mIoU: 0.393
Epoch 61 iteration 0020/0093: training loss 0.575
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Epoch 61 iteration 0080/0093: training loss 0.577
Epoch 61 validation pixAcc: 0.904, mIoU: 0.385
Epoch 62 iteration 0020/0093: training loss 0.568
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Epoch 62 validation pixAcc: 0.910, mIoU: 0.406
Epoch 63 iteration 0020/0092: training loss 0.552
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Epoch 63 iteration 0060/0092: training loss 0.569
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Epoch 63 validation pixAcc: 0.906, mIoU: 0.396
Epoch 64 iteration 0020/0093: training loss 0.584
Epoch 64 iteration 0040/0093: training loss 0.597
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Epoch 64 validation pixAcc: 0.890, mIoU: 0.375
Epoch 65 iteration 0020/0093: training loss 0.614
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Epoch 65 validation pixAcc: 0.905, mIoU: 0.390
Epoch 66 iteration 0020/0093: training loss 0.584
Epoch 66 iteration 0040/0093: training loss 0.580
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Epoch 66 iteration 0080/0093: training loss 0.582
Epoch 66 validation pixAcc: 0.898, mIoU: 0.377
Epoch 67 iteration 0020/0093: training loss 0.537
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Epoch 67 validation pixAcc: 0.902, mIoU: 0.390
Epoch 68 iteration 0020/0093: training loss 0.566
Epoch 68 iteration 0040/0093: training loss 0.577
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Epoch 68 validation pixAcc: 0.908, mIoU: 0.411
Epoch 69 iteration 0020/0093: training loss 0.572
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Epoch 69 validation pixAcc: 0.900, mIoU: 0.376
Epoch 70 iteration 0020/0093: training loss 0.549
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Epoch 70 validation pixAcc: 0.903, mIoU: 0.379
Epoch 71 iteration 0020/0093: training loss 0.578
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Epoch 71 iteration 0060/0093: training loss 0.579
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Epoch 71 validation pixAcc: 0.903, mIoU: 0.403
Epoch 72 iteration 0020/0093: training loss 0.562
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Epoch 72 iteration 0060/0093: training loss 0.579
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Epoch 72 validation pixAcc: 0.900, mIoU: 0.389
Epoch 73 iteration 0020/0093: training loss 0.541
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Epoch 73 iteration 0080/0093: training loss 0.565
Epoch 73 validation pixAcc: 0.902, mIoU: 0.392
Epoch 74 iteration 0020/0093: training loss 0.600
Epoch 74 iteration 0040/0093: training loss 0.584
Epoch 74 iteration 0060/0093: training loss 0.573
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Epoch 74 validation pixAcc: 0.899, mIoU: 0.385
Epoch 75 iteration 0020/0093: training loss 0.570
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Epoch 75 validation pixAcc: 0.897, mIoU: 0.385
Epoch 76 iteration 0020/0093: training loss 0.591
Epoch 76 iteration 0040/0093: training loss 0.581
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Epoch 76 validation pixAcc: 0.899, mIoU: 0.401
Epoch 77 iteration 0020/0093: training loss 0.566
Epoch 77 iteration 0040/0093: training loss 0.558
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Epoch 77 validation pixAcc: 0.906, mIoU: 0.400
Epoch 78 iteration 0020/0093: training loss 0.574
Epoch 78 iteration 0040/0093: training loss 0.561
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Epoch 78 validation pixAcc: 0.904, mIoU: 0.399
Epoch 79 iteration 0020/0093: training loss 0.564
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Epoch 79 validation pixAcc: 0.909, mIoU: 0.412
Epoch 80 iteration 0020/0093: training loss 0.543
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Epoch 80 validation pixAcc: 0.903, mIoU: 0.410
Epoch 81 iteration 0020/0093: training loss 0.550
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Epoch 81 validation pixAcc: 0.906, mIoU: 0.411
Epoch 82 iteration 0020/0093: training loss 0.545
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Epoch 82 validation pixAcc: 0.912, mIoU: 0.415
Epoch 83 iteration 0020/0093: training loss 0.568
Epoch 83 iteration 0040/0093: training loss 0.549
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Epoch 83 validation pixAcc: 0.910, mIoU: 0.420
Epoch 84 iteration 0020/0093: training loss 0.524
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Epoch 84 validation pixAcc: 0.905, mIoU: 0.397
Epoch 85 iteration 0020/0093: training loss 0.559
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Epoch 85 validation pixAcc: 0.891, mIoU: 0.390
Epoch 86 iteration 0020/0093: training loss 0.569
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Epoch 86 validation pixAcc: 0.906, mIoU: 0.410
Epoch 87 iteration 0020/0093: training loss 0.536
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Epoch 87 validation pixAcc: 0.907, mIoU: 0.396
Epoch 88 iteration 0020/0093: training loss 0.541
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Epoch 88 validation pixAcc: 0.892, mIoU: 0.379
Epoch 89 iteration 0020/0093: training loss 0.561
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Epoch 89 validation pixAcc: 0.907, mIoU: 0.419
Epoch 90 iteration 0020/0093: training loss 0.547
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Epoch 90 validation pixAcc: 0.911, mIoU: 0.422
Epoch 91 iteration 0020/0093: training loss 0.536
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Epoch 91 validation pixAcc: 0.904, mIoU: 0.421
Epoch 92 iteration 0020/0093: training loss 0.548
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Epoch 92 validation pixAcc: 0.901, mIoU: 0.429
Epoch 93 iteration 0020/0093: training loss 0.515
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Epoch 93 validation pixAcc: 0.907, mIoU: 0.421
Epoch 94 iteration 0020/0093: training loss 0.527
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Epoch 94 validation pixAcc: 0.910, mIoU: 0.422
Epoch 95 iteration 0020/0092: training loss 0.563
Epoch 95 iteration 0040/0092: training loss 0.550
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Epoch 95 validation pixAcc: 0.913, mIoU: 0.443
Epoch 96 iteration 0020/0093: training loss 0.562
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Epoch 96 validation pixAcc: 0.897, mIoU: 0.412
Epoch 97 iteration 0020/0093: training loss 0.522
Epoch 97 iteration 0040/0093: training loss 0.529
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Epoch 97 validation pixAcc: 0.905, mIoU: 0.420
Epoch 98 iteration 0020/0093: training loss 0.547
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Epoch 98 validation pixAcc: 0.908, mIoU: 0.417
Epoch 99 iteration 0020/0093: training loss 0.521
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Epoch 99 validation pixAcc: 0.905, mIoU: 0.421
Epoch 100 iteration 0020/0093: training loss 0.548
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Epoch 100 validation pixAcc: 0.905, mIoU: 0.430
Epoch 101 iteration 0020/0093: training loss 0.532
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Epoch 101 validation pixAcc: 0.906, mIoU: 0.424
Epoch 102 iteration 0020/0093: training loss 0.522
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Epoch 102 validation pixAcc: 0.908, mIoU: 0.433
Epoch 103 iteration 0020/0093: training loss 0.540
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Epoch 103 validation pixAcc: 0.899, mIoU: 0.405
Epoch 104 iteration 0020/0093: training loss 0.557
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Epoch 104 validation pixAcc: 0.916, mIoU: 0.450
Epoch 105 iteration 0020/0093: training loss 0.536
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Epoch 105 validation pixAcc: 0.914, mIoU: 0.427
Epoch 106 iteration 0020/0093: training loss 0.522
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Epoch 106 validation pixAcc: 0.914, mIoU: 0.438
Epoch 107 iteration 0020/0093: training loss 0.546
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Epoch 107 validation pixAcc: 0.912, mIoU: 0.452
Epoch 108 iteration 0020/0093: training loss 0.517
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Epoch 108 validation pixAcc: 0.916, mIoU: 0.440
Epoch 109 iteration 0020/0093: training loss 0.520
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Epoch 109 validation pixAcc: 0.904, mIoU: 0.411
Epoch 110 iteration 0020/0093: training loss 0.544
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Epoch 110 validation pixAcc: 0.908, mIoU: 0.430
Epoch 111 iteration 0020/0093: training loss 0.549
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Epoch 111 validation pixAcc: 0.914, mIoU: 0.440
Epoch 112 iteration 0020/0093: training loss 0.527
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Epoch 112 validation pixAcc: 0.913, mIoU: 0.450
Epoch 113 iteration 0020/0093: training loss 0.515
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Epoch 113 validation pixAcc: 0.907, mIoU: 0.448
Epoch 114 iteration 0020/0093: training loss 0.546
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Epoch 114 validation pixAcc: 0.916, mIoU: 0.453
Epoch 115 iteration 0020/0093: training loss 0.527
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Epoch 115 validation pixAcc: 0.916, mIoU: 0.443
Epoch 116 iteration 0020/0093: training loss 0.524
Epoch 116 iteration 0040/0093: training loss 0.531
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Epoch 116 validation pixAcc: 0.916, mIoU: 0.455
Epoch 117 iteration 0020/0093: training loss 0.555
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Epoch 117 validation pixAcc: 0.910, mIoU: 0.444
Epoch 118 iteration 0020/0093: training loss 0.547
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Epoch 118 validation pixAcc: 0.909, mIoU: 0.432
Epoch 119 iteration 0020/0093: training loss 0.514
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Epoch 119 validation pixAcc: 0.909, mIoU: 0.430
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Epoch 120 validation pixAcc: 0.918, mIoU: 0.462
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Epoch 121 validation pixAcc: 0.908, mIoU: 0.443
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Epoch 122 validation pixAcc: 0.906, mIoU: 0.431
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Epoch 123 validation pixAcc: 0.902, mIoU: 0.438
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Epoch 124 validation pixAcc: 0.916, mIoU: 0.462
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Epoch 125 validation pixAcc: 0.898, mIoU: 0.411
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Epoch 126 validation pixAcc: 0.912, mIoU: 0.444
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Epoch 127 validation pixAcc: 0.909, mIoU: 0.444
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Epoch 128 validation pixAcc: 0.901, mIoU: 0.429
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Epoch 129 validation pixAcc: 0.894, mIoU: 0.411
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Epoch 130 validation pixAcc: 0.913, mIoU: 0.443
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Epoch 131 validation pixAcc: 0.911, mIoU: 0.445
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Epoch 132 validation pixAcc: 0.908, mIoU: 0.453
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Epoch 133 validation pixAcc: 0.907, mIoU: 0.447
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Epoch 134 validation pixAcc: 0.900, mIoU: 0.439
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Epoch 135 validation pixAcc: 0.906, mIoU: 0.448
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Epoch 136 validation pixAcc: 0.915, mIoU: 0.469
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Epoch 137 validation pixAcc: 0.902, mIoU: 0.445
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Epoch 138 validation pixAcc: 0.921, mIoU: 0.471
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Epoch 139 validation pixAcc: 0.912, mIoU: 0.440
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Epoch 140 validation pixAcc: 0.922, mIoU: 0.476
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Epoch 141 validation pixAcc: 0.920, mIoU: 0.469
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Epoch 142 validation pixAcc: 0.914, mIoU: 0.473
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Epoch 143 validation pixAcc: 0.904, mIoU: 0.452
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Epoch 144 validation pixAcc: 0.914, mIoU: 0.464
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Epoch 145 validation pixAcc: 0.912, mIoU: 0.464
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Epoch 146 validation pixAcc: 0.902, mIoU: 0.412
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Epoch 147 validation pixAcc: 0.917, mIoU: 0.453
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Epoch 148 validation pixAcc: 0.915, mIoU: 0.460
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Epoch 149 validation pixAcc: 0.916, mIoU: 0.475
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Epoch 150 validation pixAcc: 0.908, mIoU: 0.466
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Epoch 151 validation pixAcc: 0.913, mIoU: 0.453
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Epoch 152 validation pixAcc: 0.916, mIoU: 0.453
Epoch 153 iteration 0020/0093: training loss 0.526
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Epoch 153 validation pixAcc: 0.917, mIoU: 0.462
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Epoch 154 validation pixAcc: 0.919, mIoU: 0.465
Epoch 155 iteration 0020/0093: training loss 0.522
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Epoch 155 validation pixAcc: 0.911, mIoU: 0.470
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Epoch 156 validation pixAcc: 0.911, mIoU: 0.456
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Epoch 157 validation pixAcc: 0.915, mIoU: 0.458
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Epoch 158 validation pixAcc: 0.918, mIoU: 0.456
Epoch 159 iteration 0020/0092: training loss 0.483
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Epoch 159 validation pixAcc: 0.918, mIoU: 0.482
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Epoch 160 validation pixAcc: 0.905, mIoU: 0.461
Epoch 161 iteration 0020/0093: training loss 0.486
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Epoch 161 validation pixAcc: 0.904, mIoU: 0.436
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Epoch 162 validation pixAcc: 0.902, mIoU: 0.430
Epoch 163 iteration 0020/0093: training loss 0.517
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Epoch 163 validation pixAcc: 0.924, mIoU: 0.485
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Epoch 164 validation pixAcc: 0.921, mIoU: 0.478
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Epoch 165 validation pixAcc: 0.921, mIoU: 0.481
Epoch 166 iteration 0020/0093: training loss 0.485
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Epoch 166 validation pixAcc: 0.914, mIoU: 0.474
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Epoch 167 validation pixAcc: 0.921, mIoU: 0.494
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Epoch 168 validation pixAcc: 0.915, mIoU: 0.470
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Epoch 169 validation pixAcc: 0.915, mIoU: 0.459
Epoch 170 iteration 0020/0093: training loss 0.496
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Epoch 170 validation pixAcc: 0.914, mIoU: 0.467
Epoch 171 iteration 0020/0093: training loss 0.487
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Epoch 171 validation pixAcc: 0.913, mIoU: 0.466
Epoch 172 iteration 0020/0093: training loss 0.502
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Epoch 172 validation pixAcc: 0.910, mIoU: 0.460
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Epoch 173 validation pixAcc: 0.914, mIoU: 0.472
Epoch 174 iteration 0020/0093: training loss 0.523
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Epoch 174 validation pixAcc: 0.899, mIoU: 0.444
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Epoch 175 validation pixAcc: 0.917, mIoU: 0.468
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Epoch 176 validation pixAcc: 0.913, mIoU: 0.469
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Epoch 177 validation pixAcc: 0.913, mIoU: 0.457
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Epoch 178 validation pixAcc: 0.921, mIoU: 0.473
Epoch 179 iteration 0020/0093: training loss 0.485
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Epoch 179 validation pixAcc: 0.925, mIoU: 0.501
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Epoch 180 validation pixAcc: 0.914, mIoU: 0.462
Epoch 181 iteration 0020/0093: training loss 0.509
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Epoch 181 validation pixAcc: 0.913, mIoU: 0.462
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Epoch 182 validation pixAcc: 0.919, mIoU: 0.460
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Epoch 183 validation pixAcc: 0.915, mIoU: 0.484
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Epoch 184 validation pixAcc: 0.916, mIoU: 0.491
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Epoch 185 validation pixAcc: 0.913, mIoU: 0.474
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Epoch 186 validation pixAcc: 0.916, mIoU: 0.472
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Epoch 187 validation pixAcc: 0.913, mIoU: 0.466
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Epoch 188 validation pixAcc: 0.900, mIoU: 0.451
Epoch 189 iteration 0020/0093: training loss 0.470
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Epoch 189 validation pixAcc: 0.921, mIoU: 0.496
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Epoch 190 validation pixAcc: 0.911, mIoU: 0.481
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Epoch 191 validation pixAcc: 0.922, mIoU: 0.495
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Epoch 192 validation pixAcc: 0.921, mIoU: 0.485
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Epoch 193 validation pixAcc: 0.919, mIoU: 0.484
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Epoch 194 validation pixAcc: 0.921, mIoU: 0.484
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Epoch 195 validation pixAcc: 0.919, mIoU: 0.494
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Epoch 196 validation pixAcc: 0.909, mIoU: 0.465
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Epoch 197 validation pixAcc: 0.917, mIoU: 0.483
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Epoch 198 validation pixAcc: 0.916, mIoU: 0.496
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Epoch 199 validation pixAcc: 0.901, mIoU: 0.472
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Epoch 200 validation pixAcc: 0.919, mIoU: 0.488
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Epoch 201 validation pixAcc: 0.915, mIoU: 0.473
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Epoch 202 validation pixAcc: 0.919, mIoU: 0.490
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Epoch 203 validation pixAcc: 0.925, mIoU: 0.497
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Epoch 204 validation pixAcc: 0.910, mIoU: 0.484
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Epoch 205 validation pixAcc: 0.913, mIoU: 0.468
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Epoch 206 validation pixAcc: 0.887, mIoU: 0.433
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Epoch 207 validation pixAcc: 0.918, mIoU: 0.470
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Epoch 208 validation pixAcc: 0.923, mIoU: 0.475
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Epoch 209 validation pixAcc: 0.924, mIoU: 0.494
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Epoch 210 validation pixAcc: 0.924, mIoU: 0.487
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Epoch 211 validation pixAcc: 0.916, mIoU: 0.478
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Epoch 219 validation pixAcc: 0.917, mIoU: 0.445
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Epoch 221 validation pixAcc: 0.903, mIoU: 0.461
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Epoch 223 validation pixAcc: 0.921, mIoU: 0.497
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Epoch 227 validation pixAcc: 0.922, mIoU: 0.500
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Epoch 228 validation pixAcc: 0.904, mIoU: 0.454
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Epoch 230 validation pixAcc: 0.915, mIoU: 0.498
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Epoch 232 validation pixAcc: 0.922, mIoU: 0.505
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Epoch 233 validation pixAcc: 0.922, mIoU: 0.492
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Epoch 236 validation pixAcc: 0.909, mIoU: 0.447
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Epoch 238 validation pixAcc: 0.905, mIoU: 0.458
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Epoch 239 validation pixAcc: 0.923, mIoU: 0.507
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Epoch 240 validation pixAcc: 0.923, mIoU: 0.510
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Epoch 241 validation pixAcc: 0.921, mIoU: 0.480
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Epoch 242 validation pixAcc: 0.922, mIoU: 0.511
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Epoch 243 validation pixAcc: 0.922, mIoU: 0.492
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Epoch 245 validation pixAcc: 0.925, mIoU: 0.496
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Epoch 246 validation pixAcc: 0.928, mIoU: 0.510
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Epoch 248 validation pixAcc: 0.916, mIoU: 0.494
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Epoch 249 validation pixAcc: 0.921, mIoU: 0.493
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Epoch 250 validation pixAcc: 0.912, mIoU: 0.476
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Epoch 251 validation pixAcc: 0.927, mIoU: 0.505
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Epoch 252 validation pixAcc: 0.923, mIoU: 0.488
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Epoch 253 validation pixAcc: 0.918, mIoU: 0.486
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Epoch 255 validation pixAcc: 0.921, mIoU: 0.502
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Epoch 256 validation pixAcc: 0.917, mIoU: 0.501
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Epoch 257 validation pixAcc: 0.923, mIoU: 0.507
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Epoch 258 validation pixAcc: 0.915, mIoU: 0.489
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Epoch 260 validation pixAcc: 0.927, mIoU: 0.528
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Epoch 262 validation pixAcc: 0.909, mIoU: 0.457
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Epoch 263 validation pixAcc: 0.923, mIoU: 0.519
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Epoch 264 validation pixAcc: 0.922, mIoU: 0.512
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Epoch 267 validation pixAcc: 0.928, mIoU: 0.522
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Epoch 268 validation pixAcc: 0.925, mIoU: 0.521
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Epoch 270 validation pixAcc: 0.930, mIoU: 0.524
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Epoch 271 validation pixAcc: 0.929, mIoU: 0.518
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Epoch 272 validation pixAcc: 0.918, mIoU: 0.493
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Epoch 274 validation pixAcc: 0.923, mIoU: 0.502
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Epoch 276 validation pixAcc: 0.930, mIoU: 0.536
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Epoch 277 validation pixAcc: 0.916, mIoU: 0.489
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Epoch 278 validation pixAcc: 0.921, mIoU: 0.486
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Epoch 279 validation pixAcc: 0.928, mIoU: 0.532
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Epoch 282 validation pixAcc: 0.926, mIoU: 0.510
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Epoch 286 validation pixAcc: 0.927, mIoU: 0.514
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Epoch 287 validation pixAcc: 0.930, mIoU: 0.524
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Epoch 291 validation pixAcc: 0.929, mIoU: 0.504
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Epoch 292 validation pixAcc: 0.931, mIoU: 0.534
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Epoch 293 validation pixAcc: 0.922, mIoU: 0.503
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Epoch 294 validation pixAcc: 0.926, mIoU: 0.509
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Epoch 295 validation pixAcc: 0.928, mIoU: 0.515
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Epoch 296 validation pixAcc: 0.918, mIoU: 0.477
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Epoch 297 validation pixAcc: 0.926, mIoU: 0.511
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Epoch 298 validation pixAcc: 0.928, mIoU: 0.533
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Epoch 299 validation pixAcc: 0.919, mIoU: 0.495
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Epoch 300 validation pixAcc: 0.932, mIoU: 0.539
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Epoch 301 validation pixAcc: 0.925, mIoU: 0.507
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Epoch 302 validation pixAcc: 0.923, mIoU: 0.520
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Epoch 303 validation pixAcc: 0.922, mIoU: 0.498
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Epoch 304 validation pixAcc: 0.923, mIoU: 0.506
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Epoch 305 validation pixAcc: 0.926, mIoU: 0.517
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Epoch 306 validation pixAcc: 0.927, mIoU: 0.518
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Epoch 307 validation pixAcc: 0.931, mIoU: 0.531
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Epoch 308 validation pixAcc: 0.932, mIoU: 0.531
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Epoch 309 validation pixAcc: 0.932, mIoU: 0.528
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Epoch 310 validation pixAcc: 0.932, mIoU: 0.526
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Epoch 311 validation pixAcc: 0.928, mIoU: 0.516
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Epoch 312 validation pixAcc: 0.921, mIoU: 0.494
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Epoch 313 validation pixAcc: 0.932, mIoU: 0.520
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Epoch 314 validation pixAcc: 0.931, mIoU: 0.535
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Epoch 315 validation pixAcc: 0.930, mIoU: 0.538
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Epoch 316 validation pixAcc: 0.928, mIoU: 0.516
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Epoch 317 validation pixAcc: 0.927, mIoU: 0.521
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Epoch 318 validation pixAcc: 0.929, mIoU: 0.528
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Epoch 319 validation pixAcc: 0.926, mIoU: 0.510
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Epoch 320 validation pixAcc: 0.927, mIoU: 0.517
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Epoch 321 validation pixAcc: 0.929, mIoU: 0.530
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Epoch 322 validation pixAcc: 0.932, mIoU: 0.542
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Epoch 323 validation pixAcc: 0.926, mIoU: 0.542
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Epoch 324 validation pixAcc: 0.921, mIoU: 0.484
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Epoch 325 validation pixAcc: 0.930, mIoU: 0.538
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Epoch 326 validation pixAcc: 0.928, mIoU: 0.511
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Epoch 327 validation pixAcc: 0.923, mIoU: 0.496
Epoch 328 iteration 0020/0093: training loss 0.477
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Epoch 328 validation pixAcc: 0.928, mIoU: 0.505
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Epoch 329 validation pixAcc: 0.917, mIoU: 0.505
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Epoch 330 validation pixAcc: 0.915, mIoU: 0.509
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Epoch 331 validation pixAcc: 0.931, mIoU: 0.520
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Epoch 332 validation pixAcc: 0.935, mIoU: 0.543
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Epoch 333 validation pixAcc: 0.931, mIoU: 0.536
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Epoch 334 validation pixAcc: 0.932, mIoU: 0.527
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Epoch 335 validation pixAcc: 0.932, mIoU: 0.540
Epoch 336 iteration 0020/0093: training loss 0.437
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Epoch 336 validation pixAcc: 0.931, mIoU: 0.529
Epoch 337 iteration 0020/0093: training loss 0.438
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Epoch 337 validation pixAcc: 0.925, mIoU: 0.525
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Epoch 338 validation pixAcc: 0.924, mIoU: 0.510
Epoch 339 iteration 0020/0093: training loss 0.434
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Epoch 339 validation pixAcc: 0.926, mIoU: 0.509
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Epoch 340 validation pixAcc: 0.926, mIoU: 0.521
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Epoch 341 validation pixAcc: 0.933, mIoU: 0.532
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Epoch 342 validation pixAcc: 0.928, mIoU: 0.503
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Epoch 343 validation pixAcc: 0.932, mIoU: 0.527
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Epoch 344 validation pixAcc: 0.929, mIoU: 0.532
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Epoch 345 validation pixAcc: 0.929, mIoU: 0.522
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Epoch 346 validation pixAcc: 0.929, mIoU: 0.535
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Epoch 347 validation pixAcc: 0.929, mIoU: 0.518
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Epoch 348 validation pixAcc: 0.929, mIoU: 0.518
Epoch 349 iteration 0020/0093: training loss 0.454
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Epoch 349 validation pixAcc: 0.933, mIoU: 0.546
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Epoch 350 validation pixAcc: 0.934, mIoU: 0.537
Epoch 351 iteration 0020/0092: training loss 0.456
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Epoch 351 validation pixAcc: 0.927, mIoU: 0.517
Epoch 352 iteration 0020/0093: training loss 0.426
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Epoch 352 validation pixAcc: 0.932, mIoU: 0.532
Epoch 353 iteration 0020/0093: training loss 0.446
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Epoch 353 validation pixAcc: 0.929, mIoU: 0.527
Epoch 354 iteration 0020/0093: training loss 0.462
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Epoch 354 validation pixAcc: 0.933, mIoU: 0.538
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Epoch 355 validation pixAcc: 0.932, mIoU: 0.532
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Epoch 356 validation pixAcc: 0.934, mIoU: 0.541
Epoch 357 iteration 0020/0093: training loss 0.444
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Epoch 357 validation pixAcc: 0.923, mIoU: 0.512
Epoch 358 iteration 0020/0093: training loss 0.457
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Epoch 358 validation pixAcc: 0.936, mIoU: 0.543
Epoch 359 iteration 0020/0093: training loss 0.471
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Epoch 359 validation pixAcc: 0.930, mIoU: 0.538
Epoch 360 iteration 0020/0093: training loss 0.473
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Epoch 360 validation pixAcc: 0.933, mIoU: 0.535
Epoch 361 iteration 0020/0093: training loss 0.459
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Epoch 361 validation pixAcc: 0.932, mIoU: 0.543
Epoch 362 iteration 0020/0093: training loss 0.434
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Epoch 362 validation pixAcc: 0.932, mIoU: 0.525
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Epoch 363 validation pixAcc: 0.925, mIoU: 0.514
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Epoch 364 validation pixAcc: 0.929, mIoU: 0.530
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Epoch 365 validation pixAcc: 0.929, mIoU: 0.535
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Epoch 366 validation pixAcc: 0.928, mIoU: 0.518
Epoch 367 iteration 0020/0093: training loss 0.438
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Epoch 367 validation pixAcc: 0.921, mIoU: 0.464
Epoch 368 iteration 0020/0093: training loss 0.445
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Epoch 368 validation pixAcc: 0.932, mIoU: 0.533
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Epoch 369 validation pixAcc: 0.932, mIoU: 0.548
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Epoch 370 validation pixAcc: 0.925, mIoU: 0.505
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Epoch 371 validation pixAcc: 0.935, mIoU: 0.543
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Epoch 372 validation pixAcc: 0.934, mIoU: 0.544
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Epoch 373 validation pixAcc: 0.935, mIoU: 0.540
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Epoch 374 validation pixAcc: 0.932, mIoU: 0.532
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Epoch 375 validation pixAcc: 0.933, mIoU: 0.542
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Epoch 376 validation pixAcc: 0.935, mIoU: 0.549
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Epoch 377 validation pixAcc: 0.935, mIoU: 0.554
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Epoch 378 validation pixAcc: 0.935, mIoU: 0.563
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Epoch 379 validation pixAcc: 0.920, mIoU: 0.504
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Epoch 380 validation pixAcc: 0.930, mIoU: 0.529
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Epoch 381 validation pixAcc: 0.933, mIoU: 0.543
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Epoch 382 validation pixAcc: 0.936, mIoU: 0.558
Epoch 383 iteration 0020/0092: training loss 0.429
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Epoch 383 validation pixAcc: 0.930, mIoU: 0.526
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Epoch 384 validation pixAcc: 0.932, mIoU: 0.549
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Epoch 385 validation pixAcc: 0.932, mIoU: 0.531
Epoch 386 iteration 0020/0093: training loss 0.423
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Epoch 386 validation pixAcc: 0.937, mIoU: 0.558
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Epoch 387 validation pixAcc: 0.931, mIoU: 0.537
Epoch 388 iteration 0020/0093: training loss 0.430
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Epoch 388 validation pixAcc: 0.930, mIoU: 0.535
Epoch 389 iteration 0020/0093: training loss 0.454
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Epoch 389 validation pixAcc: 0.933, mIoU: 0.550
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Epoch 390 validation pixAcc: 0.938, mIoU: 0.564
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Epoch 391 validation pixAcc: 0.929, mIoU: 0.550
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Epoch 392 validation pixAcc: 0.933, mIoU: 0.532
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Epoch 393 validation pixAcc: 0.935, mIoU: 0.550
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Epoch 394 validation pixAcc: 0.933, mIoU: 0.535
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Epoch 395 validation pixAcc: 0.933, mIoU: 0.534
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Epoch 396 validation pixAcc: 0.934, mIoU: 0.551
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Epoch 397 validation pixAcc: 0.935, mIoU: 0.539
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Epoch 398 validation pixAcc: 0.935, mIoU: 0.555
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Epoch 399 validation pixAcc: 0.936, mIoU: 0.553
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Epoch 400 validation pixAcc: 0.934, mIoU: 0.553
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Epoch 401 validation pixAcc: 0.932, mIoU: 0.534
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Epoch 402 validation pixAcc: 0.921, mIoU: 0.497
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Epoch 403 validation pixAcc: 0.933, mIoU: 0.543
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Epoch 404 validation pixAcc: 0.933, mIoU: 0.538
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Epoch 405 validation pixAcc: 0.933, mIoU: 0.535
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Epoch 406 validation pixAcc: 0.937, mIoU: 0.557
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Epoch 407 validation pixAcc: 0.940, mIoU: 0.556
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Epoch 408 validation pixAcc: 0.937, mIoU: 0.575
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Epoch 409 validation pixAcc: 0.935, mIoU: 0.549
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Epoch 410 validation pixAcc: 0.933, mIoU: 0.544
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Epoch 411 validation pixAcc: 0.938, mIoU: 0.565
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Epoch 412 validation pixAcc: 0.935, mIoU: 0.557
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Epoch 413 validation pixAcc: 0.931, mIoU: 0.552
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Epoch 414 validation pixAcc: 0.933, mIoU: 0.551
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Epoch 415 validation pixAcc: 0.934, mIoU: 0.535
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Epoch 416 validation pixAcc: 0.931, mIoU: 0.538
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Epoch 417 validation pixAcc: 0.928, mIoU: 0.542
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Epoch 418 validation pixAcc: 0.933, mIoU: 0.539
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Epoch 419 validation pixAcc: 0.934, mIoU: 0.553
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Epoch 420 validation pixAcc: 0.934, mIoU: 0.542
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Epoch 421 validation pixAcc: 0.934, mIoU: 0.556
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Epoch 422 validation pixAcc: 0.936, mIoU: 0.547
Epoch 423 iteration 0020/0093: training loss 0.444
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Epoch 423 validation pixAcc: 0.933, mIoU: 0.544
Epoch 424 iteration 0020/0093: training loss 0.431
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Epoch 424 validation pixAcc: 0.933, mIoU: 0.533
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Epoch 425 validation pixAcc: 0.934, mIoU: 0.547
Epoch 426 iteration 0020/0093: training loss 0.442
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Epoch 426 validation pixAcc: 0.937, mIoU: 0.556
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Epoch 427 validation pixAcc: 0.935, mIoU: 0.558
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Epoch 428 validation pixAcc: 0.930, mIoU: 0.534
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Epoch 429 validation pixAcc: 0.940, mIoU: 0.569
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Epoch 430 validation pixAcc: 0.935, mIoU: 0.549
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Epoch 431 validation pixAcc: 0.934, mIoU: 0.552
Epoch 432 iteration 0020/0093: training loss 0.452
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Epoch 432 validation pixAcc: 0.932, mIoU: 0.537
Epoch 433 iteration 0020/0093: training loss 0.462
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Epoch 433 validation pixAcc: 0.931, mIoU: 0.535
Epoch 434 iteration 0020/0093: training loss 0.436
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Epoch 434 validation pixAcc: 0.935, mIoU: 0.555
Epoch 435 iteration 0020/0093: training loss 0.443
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Epoch 435 validation pixAcc: 0.932, mIoU: 0.548
Epoch 436 iteration 0020/0093: training loss 0.455
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Epoch 436 validation pixAcc: 0.938, mIoU: 0.580
Epoch 437 iteration 0020/0093: training loss 0.424
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Epoch 437 validation pixAcc: 0.931, mIoU: 0.562
Epoch 438 iteration 0020/0093: training loss 0.442
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Epoch 438 validation pixAcc: 0.936, mIoU: 0.552
Epoch 439 iteration 0020/0093: training loss 0.440
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Epoch 439 validation pixAcc: 0.938, mIoU: 0.557
Epoch 440 iteration 0020/0093: training loss 0.426
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Epoch 440 validation pixAcc: 0.938, mIoU: 0.573
Epoch 441 iteration 0020/0093: training loss 0.423
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Epoch 441 validation pixAcc: 0.936, mIoU: 0.548
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Epoch 442 validation pixAcc: 0.934, mIoU: 0.560
Epoch 443 iteration 0020/0093: training loss 0.441
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Epoch 443 validation pixAcc: 0.936, mIoU: 0.545
Epoch 444 iteration 0020/0093: training loss 0.420
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Epoch 444 validation pixAcc: 0.935, mIoU: 0.531
Epoch 445 iteration 0020/0093: training loss 0.456
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Epoch 445 validation pixAcc: 0.932, mIoU: 0.533
Epoch 446 iteration 0020/0093: training loss 0.444
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Epoch 446 validation pixAcc: 0.935, mIoU: 0.558
Epoch 447 iteration 0020/0092: training loss 0.420
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Epoch 447 validation pixAcc: 0.940, mIoU: 0.569
Epoch 448 iteration 0020/0093: training loss 0.409
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Epoch 448 validation pixAcc: 0.939, mIoU: 0.569
Epoch 449 iteration 0020/0093: training loss 0.418
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Epoch 449 validation pixAcc: 0.939, mIoU: 0.562
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Epoch 450 validation pixAcc: 0.935, mIoU: 0.553
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Epoch 451 validation pixAcc: 0.939, mIoU: 0.569
Epoch 452 iteration 0020/0093: training loss 0.427
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Epoch 452 validation pixAcc: 0.936, mIoU: 0.540
Epoch 453 iteration 0020/0093: training loss 0.423
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Epoch 453 validation pixAcc: 0.934, mIoU: 0.543
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Epoch 454 validation pixAcc: 0.937, mIoU: 0.553
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Epoch 455 validation pixAcc: 0.939, mIoU: 0.567
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Epoch 456 validation pixAcc: 0.938, mIoU: 0.555
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Epoch 457 validation pixAcc: 0.934, mIoU: 0.549
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Epoch 458 validation pixAcc: 0.936, mIoU: 0.555
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Epoch 459 validation pixAcc: 0.935, mIoU: 0.543
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Epoch 460 validation pixAcc: 0.937, mIoU: 0.556
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Epoch 461 validation pixAcc: 0.939, mIoU: 0.568
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Epoch 462 validation pixAcc: 0.932, mIoU: 0.550
Epoch 463 iteration 0020/0093: training loss 0.444
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Epoch 463 validation pixAcc: 0.938, mIoU: 0.557
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Epoch 464 validation pixAcc: 0.937, mIoU: 0.558
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Epoch 465 validation pixAcc: 0.937, mIoU: 0.564
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Epoch 466 validation pixAcc: 0.937, mIoU: 0.563
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Epoch 467 validation pixAcc: 0.939, mIoU: 0.578
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Epoch 468 validation pixAcc: 0.932, mIoU: 0.551
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Epoch 469 validation pixAcc: 0.937, mIoU: 0.568
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Epoch 470 validation pixAcc: 0.939, mIoU: 0.587
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Epoch 471 validation pixAcc: 0.939, mIoU: 0.569
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Epoch 472 validation pixAcc: 0.936, mIoU: 0.557
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Epoch 473 validation pixAcc: 0.937, mIoU: 0.555
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Epoch 474 validation pixAcc: 0.935, mIoU: 0.541
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Epoch 475 validation pixAcc: 0.935, mIoU: 0.552
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Epoch 476 validation pixAcc: 0.938, mIoU: 0.561
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Epoch 477 validation pixAcc: 0.910, mIoU: 0.486
Epoch 478 iteration 0020/0093: training loss 0.447
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Epoch 478 validation pixAcc: 0.934, mIoU: 0.551
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Epoch 479 validation pixAcc: 0.937, mIoU: 0.561
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Epoch 480 validation pixAcc: 0.937, mIoU: 0.561
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Epoch 481 validation pixAcc: 0.938, mIoU: 0.572
Epoch 482 iteration 0020/0093: training loss 0.448
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Epoch 482 validation pixAcc: 0.936, mIoU: 0.570
Epoch 483 iteration 0020/0093: training loss 0.414
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Epoch 483 validation pixAcc: 0.935, mIoU: 0.569
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Epoch 484 validation pixAcc: 0.934, mIoU: 0.565
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Epoch 485 validation pixAcc: 0.934, mIoU: 0.550
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Epoch 486 validation pixAcc: 0.938, mIoU: 0.563
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Epoch 487 validation pixAcc: 0.936, mIoU: 0.552
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Epoch 488 validation pixAcc: 0.938, mIoU: 0.571
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Epoch 489 validation pixAcc: 0.936, mIoU: 0.563
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Epoch 490 validation pixAcc: 0.938, mIoU: 0.563
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Epoch 491 validation pixAcc: 0.927, mIoU: 0.530
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Epoch 492 validation pixAcc: 0.935, mIoU: 0.552
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Epoch 493 validation pixAcc: 0.938, mIoU: 0.568
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Epoch 494 validation pixAcc: 0.938, mIoU: 0.564
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Epoch 495 validation pixAcc: 0.937, mIoU: 0.568
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Epoch 496 validation pixAcc: 0.938, mIoU: 0.564
Epoch 497 iteration 0020/0093: training loss 0.434
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Epoch 497 validation pixAcc: 0.942, mIoU: 0.587
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Epoch 498 validation pixAcc: 0.939, mIoU: 0.566
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Epoch 499 validation pixAcc: 0.939, mIoU: 0.568
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Epoch 500 validation pixAcc: 0.939, mIoU: 0.577
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Epoch 501 validation pixAcc: 0.939, mIoU: 0.569
Epoch 502 iteration 0020/0093: training loss 0.426
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Epoch 502 validation pixAcc: 0.940, mIoU: 0.582
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Epoch 503 validation pixAcc: 0.940, mIoU: 0.562
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Epoch 504 validation pixAcc: 0.938, mIoU: 0.554
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Epoch 505 validation pixAcc: 0.940, mIoU: 0.575
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Epoch 506 validation pixAcc: 0.940, mIoU: 0.564
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Epoch 507 validation pixAcc: 0.938, mIoU: 0.564
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Epoch 508 validation pixAcc: 0.934, mIoU: 0.544
Epoch 509 iteration 0020/0093: training loss 0.432
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Epoch 509 validation pixAcc: 0.940, mIoU: 0.581
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Epoch 510 validation pixAcc: 0.941, mIoU: 0.590
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Epoch 511 validation pixAcc: 0.938, mIoU: 0.564
Epoch 512 iteration 0020/0093: training loss 0.438
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Epoch 512 validation pixAcc: 0.940, mIoU: 0.562
Epoch 513 iteration 0020/0093: training loss 0.408
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Epoch 513 validation pixAcc: 0.939, mIoU: 0.569
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Epoch 514 validation pixAcc: 0.940, mIoU: 0.580
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Epoch 515 validation pixAcc: 0.939, mIoU: 0.578
Epoch 516 iteration 0020/0093: training loss 0.415
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Epoch 516 validation pixAcc: 0.938, mIoU: 0.577
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Epoch 517 validation pixAcc: 0.939, mIoU: 0.553
Epoch 518 iteration 0020/0093: training loss 0.440
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Epoch 518 validation pixAcc: 0.937, mIoU: 0.559
Epoch 519 iteration 0020/0093: training loss 0.446
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Epoch 519 validation pixAcc: 0.939, mIoU: 0.568
Epoch 520 iteration 0020/0093: training loss 0.425
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Epoch 520 validation pixAcc: 0.939, mIoU: 0.570
Epoch 521 iteration 0020/0093: training loss 0.415
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Epoch 521 validation pixAcc: 0.937, mIoU: 0.564
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Epoch 522 validation pixAcc: 0.940, mIoU: 0.571
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Epoch 523 validation pixAcc: 0.938, mIoU: 0.547
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Epoch 524 validation pixAcc: 0.938, mIoU: 0.560
Epoch 525 iteration 0020/0093: training loss 0.444
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Epoch 525 validation pixAcc: 0.941, mIoU: 0.574
Epoch 526 iteration 0020/0093: training loss 0.410
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Epoch 526 validation pixAcc: 0.941, mIoU: 0.583
Epoch 527 iteration 0020/0093: training loss 0.439
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Epoch 527 validation pixAcc: 0.938, mIoU: 0.547
Epoch 528 iteration 0020/0093: training loss 0.435
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Epoch 528 validation pixAcc: 0.938, mIoU: 0.578
Epoch 529 iteration 0020/0093: training loss 0.412
Epoch 529 iteration 0040/0093: training loss 0.421
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Epoch 529 validation pixAcc: 0.940, mIoU: 0.571
Epoch 530 iteration 0020/0093: training loss 0.444
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Epoch 530 validation pixAcc: 0.939, mIoU: 0.565
Epoch 531 iteration 0020/0093: training loss 0.440
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Epoch 531 validation pixAcc: 0.941, mIoU: 0.556
Epoch 532 iteration 0020/0093: training loss 0.443
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Epoch 532 validation pixAcc: 0.942, mIoU: 0.585
Epoch 533 iteration 0020/0093: training loss 0.410
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Epoch 533 validation pixAcc: 0.939, mIoU: 0.564
Epoch 534 iteration 0020/0093: training loss 0.425
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Epoch 534 validation pixAcc: 0.938, mIoU: 0.565
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Epoch 535 validation pixAcc: 0.941, mIoU: 0.579
Epoch 536 iteration 0020/0093: training loss 0.405
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Epoch 536 validation pixAcc: 0.935, mIoU: 0.551
Epoch 537 iteration 0020/0093: training loss 0.429
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Epoch 537 validation pixAcc: 0.936, mIoU: 0.565
Epoch 538 iteration 0020/0093: training loss 0.417
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Epoch 538 validation pixAcc: 0.941, mIoU: 0.578
Epoch 539 iteration 0020/0093: training loss 0.426
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Epoch 539 validation pixAcc: 0.941, mIoU: 0.567
Epoch 540 iteration 0020/0093: training loss 0.414
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Epoch 540 validation pixAcc: 0.939, mIoU: 0.552
Epoch 541 iteration 0020/0093: training loss 0.446
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Epoch 541 validation pixAcc: 0.940, mIoU: 0.586
Epoch 542 iteration 0020/0093: training loss 0.428
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Epoch 542 validation pixAcc: 0.942, mIoU: 0.594
Epoch 543 iteration 0020/0092: training loss 0.414
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Epoch 543 validation pixAcc: 0.939, mIoU: 0.563
Epoch 544 iteration 0020/0093: training loss 0.443
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Epoch 544 validation pixAcc: 0.938, mIoU: 0.570
Epoch 545 iteration 0020/0093: training loss 0.409
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Epoch 545 validation pixAcc: 0.940, mIoU: 0.576
Epoch 546 iteration 0020/0093: training loss 0.440
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Epoch 546 validation pixAcc: 0.942, mIoU: 0.571
Epoch 547 iteration 0020/0093: training loss 0.423
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Epoch 547 validation pixAcc: 0.941, mIoU: 0.586
Epoch 548 iteration 0020/0093: training loss 0.410
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Epoch 548 validation pixAcc: 0.941, mIoU: 0.568
Epoch 549 iteration 0020/0093: training loss 0.429
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Epoch 549 validation pixAcc: 0.936, mIoU: 0.567
Epoch 550 iteration 0020/0093: training loss 0.414
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Epoch 550 validation pixAcc: 0.942, mIoU: 0.588
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Epoch 551 validation pixAcc: 0.941, mIoU: 0.568
Epoch 552 iteration 0020/0093: training loss 0.439
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Epoch 552 validation pixAcc: 0.943, mIoU: 0.598
Epoch 553 iteration 0020/0093: training loss 0.410
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Epoch 553 validation pixAcc: 0.941, mIoU: 0.587
Epoch 554 iteration 0020/0093: training loss 0.439
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Epoch 554 validation pixAcc: 0.941, mIoU: 0.578
Epoch 555 iteration 0020/0093: training loss 0.418
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Epoch 555 validation pixAcc: 0.940, mIoU: 0.580
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Epoch 556 validation pixAcc: 0.941, mIoU: 0.579
Epoch 557 iteration 0020/0093: training loss 0.412
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Epoch 557 validation pixAcc: 0.941, mIoU: 0.575
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Epoch 558 validation pixAcc: 0.939, mIoU: 0.562
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Epoch 559 validation pixAcc: 0.943, mIoU: 0.591
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Epoch 560 validation pixAcc: 0.943, mIoU: 0.591
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Epoch 561 validation pixAcc: 0.937, mIoU: 0.567
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Epoch 562 validation pixAcc: 0.942, mIoU: 0.584
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Epoch 563 validation pixAcc: 0.939, mIoU: 0.573
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Epoch 564 validation pixAcc: 0.935, mIoU: 0.543
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Epoch 565 validation pixAcc: 0.937, mIoU: 0.563
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Epoch 566 validation pixAcc: 0.941, mIoU: 0.580
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Epoch 567 validation pixAcc: 0.935, mIoU: 0.562
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Epoch 568 validation pixAcc: 0.943, mIoU: 0.593
Epoch 569 iteration 0020/0093: training loss 0.412
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Epoch 569 validation pixAcc: 0.939, mIoU: 0.560
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Epoch 570 validation pixAcc: 0.940, mIoU: 0.576
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Epoch 571 validation pixAcc: 0.943, mIoU: 0.581
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Epoch 572 validation pixAcc: 0.941, mIoU: 0.585
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Epoch 573 validation pixAcc: 0.939, mIoU: 0.579
Epoch 574 iteration 0020/0093: training loss 0.421
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Epoch 574 validation pixAcc: 0.937, mIoU: 0.559
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Epoch 575 validation pixAcc: 0.938, mIoU: 0.555
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Epoch 576 validation pixAcc: 0.931, mIoU: 0.522
Epoch 577 iteration 0020/0093: training loss 0.446
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Epoch 577 validation pixAcc: 0.941, mIoU: 0.580
Epoch 578 iteration 0020/0093: training loss 0.416
Epoch 578 iteration 0040/0093: training loss 0.418
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Epoch 578 validation pixAcc: 0.940, mIoU: 0.571
Epoch 579 iteration 0020/0093: training loss 0.410
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Epoch 579 validation pixAcc: 0.943, mIoU: 0.598
Epoch 580 iteration 0020/0093: training loss 0.422
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Epoch 580 validation pixAcc: 0.941, mIoU: 0.576
Epoch 581 iteration 0020/0093: training loss 0.409
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Epoch 581 validation pixAcc: 0.940, mIoU: 0.579
Epoch 582 iteration 0020/0093: training loss 0.414
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Epoch 582 validation pixAcc: 0.941, mIoU: 0.580
Epoch 583 iteration 0020/0093: training loss 0.406
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Epoch 583 validation pixAcc: 0.941, mIoU: 0.587
Epoch 584 iteration 0020/0093: training loss 0.401
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Epoch 584 validation pixAcc: 0.943, mIoU: 0.597
Epoch 585 iteration 0020/0093: training loss 0.419
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Epoch 585 validation pixAcc: 0.937, mIoU: 0.553
Epoch 586 iteration 0020/0093: training loss 0.422
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Epoch 586 validation pixAcc: 0.941, mIoU: 0.579
Epoch 587 iteration 0020/0093: training loss 0.412
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Epoch 587 validation pixAcc: 0.943, mIoU: 0.594
Epoch 588 iteration 0020/0093: training loss 0.422
Epoch 588 iteration 0040/0093: training loss 0.418
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Epoch 588 validation pixAcc: 0.938, mIoU: 0.568
Epoch 589 iteration 0020/0093: training loss 0.433
Epoch 589 iteration 0040/0093: training loss 0.428
Epoch 589 iteration 0060/0093: training loss 0.427
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Epoch 589 validation pixAcc: 0.941, mIoU: 0.591
Epoch 590 iteration 0020/0093: training loss 0.399
Epoch 590 iteration 0040/0093: training loss 0.405
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Epoch 590 validation pixAcc: 0.935, mIoU: 0.556
Epoch 591 iteration 0020/0093: training loss 0.402
Epoch 591 iteration 0040/0093: training loss 0.419
Epoch 591 iteration 0060/0093: training loss 0.431
Epoch 591 iteration 0080/0093: training loss 0.427
Epoch 591 validation pixAcc: 0.942, mIoU: 0.569
Epoch 592 iteration 0020/0093: training loss 0.423
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Epoch 592 validation pixAcc: 0.943, mIoU: 0.590
Epoch 593 iteration 0020/0093: training loss 0.418
Epoch 593 iteration 0040/0093: training loss 0.412
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Epoch 593 validation pixAcc: 0.943, mIoU: 0.589
Epoch 594 iteration 0020/0093: training loss 0.421
Epoch 594 iteration 0040/0093: training loss 0.415
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Epoch 594 validation pixAcc: 0.942, mIoU: 0.573
Epoch 595 iteration 0020/0093: training loss 0.417
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Epoch 595 validation pixAcc: 0.943, mIoU: 0.584
Epoch 596 iteration 0020/0093: training loss 0.403
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Epoch 596 validation pixAcc: 0.943, mIoU: 0.592
Epoch 597 iteration 0020/0093: training loss 0.407
Epoch 597 iteration 0040/0093: training loss 0.413
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Epoch 597 validation pixAcc: 0.941, mIoU: 0.585
Epoch 598 iteration 0020/0093: training loss 0.430
Epoch 598 iteration 0040/0093: training loss 0.433
Epoch 598 iteration 0060/0093: training loss 0.435
Epoch 598 iteration 0080/0093: training loss 0.429
Epoch 598 validation pixAcc: 0.942, mIoU: 0.575
Epoch 599 iteration 0020/0093: training loss 0.408
Epoch 599 iteration 0040/0093: training loss 0.416
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Epoch 599 validation pixAcc: 0.944, mIoU: 0.589
Epoch 600 iteration 0020/0093: training loss 0.427
Epoch 600 iteration 0040/0093: training loss 0.422
Epoch 600 iteration 0060/0093: training loss 0.418
Epoch 600 iteration 0080/0093: training loss 0.415
Epoch 600 validation pixAcc: 0.939, mIoU: 0.562
Epoch 601 iteration 0020/0093: training loss 0.423
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Epoch 601 validation pixAcc: 0.940, mIoU: 0.582
Epoch 602 iteration 0020/0093: training loss 0.418
Epoch 602 iteration 0040/0093: training loss 0.421
Epoch 602 iteration 0060/0093: training loss 0.424
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Epoch 602 validation pixAcc: 0.941, mIoU: 0.566
Epoch 603 iteration 0020/0093: training loss 0.429
Epoch 603 iteration 0040/0093: training loss 0.421
Epoch 603 iteration 0060/0093: training loss 0.424
Epoch 603 iteration 0080/0093: training loss 0.428
Epoch 603 validation pixAcc: 0.942, mIoU: 0.590
Epoch 604 iteration 0020/0093: training loss 0.415
Epoch 604 iteration 0040/0093: training loss 0.415
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Epoch 604 iteration 0080/0093: training loss 0.413
Epoch 604 validation pixAcc: 0.943, mIoU: 0.594
Epoch 605 iteration 0020/0093: training loss 0.402
Epoch 605 iteration 0040/0093: training loss 0.416
Epoch 605 iteration 0060/0093: training loss 0.421
Epoch 605 iteration 0080/0093: training loss 0.420
Epoch 605 validation pixAcc: 0.944, mIoU: 0.602
Epoch 606 iteration 0020/0093: training loss 0.411
Epoch 606 iteration 0040/0093: training loss 0.410
Epoch 606 iteration 0060/0093: training loss 0.406
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Epoch 606 validation pixAcc: 0.945, mIoU: 0.599
Epoch 607 iteration 0020/0092: training loss 0.410
Epoch 607 iteration 0040/0092: training loss 0.414
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Epoch 607 iteration 0080/0092: training loss 0.412
Epoch 607 validation pixAcc: 0.942, mIoU: 0.592
Epoch 608 iteration 0020/0093: training loss 0.411
Epoch 608 iteration 0040/0093: training loss 0.412
Epoch 608 iteration 0060/0093: training loss 0.421
Epoch 608 iteration 0080/0093: training loss 0.419
Epoch 608 validation pixAcc: 0.942, mIoU: 0.593
Epoch 609 iteration 0020/0093: training loss 0.423
Epoch 609 iteration 0040/0093: training loss 0.424
Epoch 609 iteration 0060/0093: training loss 0.419
Epoch 609 iteration 0080/0093: training loss 0.416
Epoch 609 validation pixAcc: 0.943, mIoU: 0.594
Epoch 610 iteration 0020/0093: training loss 0.427
Epoch 610 iteration 0040/0093: training loss 0.426
Epoch 610 iteration 0060/0093: training loss 0.416
Epoch 610 iteration 0080/0093: training loss 0.412
Epoch 610 validation pixAcc: 0.943, mIoU: 0.582
Epoch 611 iteration 0020/0093: training loss 0.400
Epoch 611 iteration 0040/0093: training loss 0.399
Epoch 611 iteration 0060/0093: training loss 0.404
Epoch 611 iteration 0080/0093: training loss 0.412
Epoch 611 validation pixAcc: 0.938, mIoU: 0.546
Epoch 612 iteration 0020/0093: training loss 0.420
Epoch 612 iteration 0040/0093: training loss 0.414
Epoch 612 iteration 0060/0093: training loss 0.407
Epoch 612 iteration 0080/0093: training loss 0.405
Epoch 612 validation pixAcc: 0.941, mIoU: 0.592
Epoch 613 iteration 0020/0093: training loss 0.417
Epoch 613 iteration 0040/0093: training loss 0.411
Epoch 613 iteration 0060/0093: training loss 0.409
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Epoch 613 validation pixAcc: 0.943, mIoU: 0.592
Epoch 614 iteration 0020/0093: training loss 0.420
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Epoch 614 iteration 0060/0093: training loss 0.412
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Epoch 614 validation pixAcc: 0.942, mIoU: 0.584
Epoch 615 iteration 0020/0093: training loss 0.439
Epoch 615 iteration 0040/0093: training loss 0.429
Epoch 615 iteration 0060/0093: training loss 0.425
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Epoch 615 validation pixAcc: 0.940, mIoU: 0.573
Epoch 616 iteration 0020/0093: training loss 0.423
Epoch 616 iteration 0040/0093: training loss 0.409
Epoch 616 iteration 0060/0093: training loss 0.416
Epoch 616 iteration 0080/0093: training loss 0.414
Epoch 616 validation pixAcc: 0.941, mIoU: 0.570
Epoch 617 iteration 0020/0093: training loss 0.411
Epoch 617 iteration 0040/0093: training loss 0.419
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Epoch 617 validation pixAcc: 0.941, mIoU: 0.591
Epoch 618 iteration 0020/0093: training loss 0.434
Epoch 618 iteration 0040/0093: training loss 0.426
Epoch 618 iteration 0060/0093: training loss 0.423
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Epoch 618 validation pixAcc: 0.941, mIoU: 0.578
Epoch 619 iteration 0020/0093: training loss 0.426
Epoch 619 iteration 0040/0093: training loss 0.413
Epoch 619 iteration 0060/0093: training loss 0.410
Epoch 619 iteration 0080/0093: training loss 0.413
Epoch 619 validation pixAcc: 0.941, mIoU: 0.557
Epoch 620 iteration 0020/0093: training loss 0.407
Epoch 620 iteration 0040/0093: training loss 0.419
Epoch 620 iteration 0060/0093: training loss 0.419
Epoch 620 iteration 0080/0093: training loss 0.413
Epoch 620 validation pixAcc: 0.944, mIoU: 0.596
Epoch 621 iteration 0020/0093: training loss 0.394
Epoch 621 iteration 0040/0093: training loss 0.407
Epoch 621 iteration 0060/0093: training loss 0.409
Epoch 621 iteration 0080/0093: training loss 0.412
Epoch 621 validation pixAcc: 0.942, mIoU: 0.579
Epoch 622 iteration 0020/0093: training loss 0.405
Epoch 622 iteration 0040/0093: training loss 0.411
Epoch 622 iteration 0060/0093: training loss 0.415
Epoch 622 iteration 0080/0093: training loss 0.420
Epoch 622 validation pixAcc: 0.941, mIoU: 0.587
Epoch 623 iteration 0020/0093: training loss 0.428
Epoch 623 iteration 0040/0093: training loss 0.428
Epoch 623 iteration 0060/0093: training loss 0.416
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Epoch 623 validation pixAcc: 0.943, mIoU: 0.586
Epoch 624 iteration 0020/0093: training loss 0.412
Epoch 624 iteration 0040/0093: training loss 0.416
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Epoch 624 validation pixAcc: 0.942, mIoU: 0.587
Epoch 625 iteration 0020/0093: training loss 0.410
Epoch 625 iteration 0040/0093: training loss 0.419
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Epoch 625 validation pixAcc: 0.944, mIoU: 0.603
Epoch 626 iteration 0020/0093: training loss 0.414
Epoch 626 iteration 0040/0093: training loss 0.411
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Epoch 626 validation pixAcc: 0.943, mIoU: 0.581
Epoch 627 iteration 0020/0093: training loss 0.418
Epoch 627 iteration 0040/0093: training loss 0.410
Epoch 627 iteration 0060/0093: training loss 0.415
Epoch 627 iteration 0080/0093: training loss 0.417
Epoch 627 validation pixAcc: 0.942, mIoU: 0.584
Epoch 628 iteration 0020/0093: training loss 0.437
Epoch 628 iteration 0040/0093: training loss 0.421
Epoch 628 iteration 0060/0093: training loss 0.415
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Epoch 628 validation pixAcc: 0.943, mIoU: 0.592
Epoch 629 iteration 0020/0093: training loss 0.411
Epoch 629 iteration 0040/0093: training loss 0.409
Epoch 629 iteration 0060/0093: training loss 0.408
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Epoch 629 validation pixAcc: 0.943, mIoU: 0.594
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Epoch 630 iteration 0040/0093: training loss 0.405
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Epoch 630 validation pixAcc: 0.931, mIoU: 0.555
Epoch 631 iteration 0020/0093: training loss 0.422
Epoch 631 iteration 0040/0093: training loss 0.418
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Epoch 631 iteration 0080/0093: training loss 0.417
Epoch 631 validation pixAcc: 0.945, mIoU: 0.593
Epoch 632 iteration 0020/0093: training loss 0.423
Epoch 632 iteration 0040/0093: training loss 0.412
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Epoch 632 validation pixAcc: 0.943, mIoU: 0.587
Epoch 633 iteration 0020/0093: training loss 0.414
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Epoch 633 iteration 0060/0093: training loss 0.407
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Epoch 633 validation pixAcc: 0.941, mIoU: 0.592
Epoch 634 iteration 0020/0093: training loss 0.412
Epoch 634 iteration 0040/0093: training loss 0.415
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Epoch 634 iteration 0080/0093: training loss 0.417
Epoch 634 validation pixAcc: 0.943, mIoU: 0.587
Epoch 635 iteration 0020/0093: training loss 0.434
Epoch 635 iteration 0040/0093: training loss 0.423
Epoch 635 iteration 0060/0093: training loss 0.418
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Epoch 635 validation pixAcc: 0.943, mIoU: 0.586
Epoch 636 iteration 0020/0093: training loss 0.420
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Epoch 636 validation pixAcc: 0.936, mIoU: 0.573
Epoch 637 iteration 0020/0093: training loss 0.397
Epoch 637 iteration 0040/0093: training loss 0.410
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Epoch 637 validation pixAcc: 0.940, mIoU: 0.566
Epoch 638 iteration 0020/0093: training loss 0.400
Epoch 638 iteration 0040/0093: training loss 0.407
Epoch 638 iteration 0060/0093: training loss 0.409
Epoch 638 iteration 0080/0093: training loss 0.416
Epoch 638 validation pixAcc: 0.942, mIoU: 0.584
Epoch 639 iteration 0020/0092: training loss 0.423
Epoch 639 iteration 0040/0092: training loss 0.417
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Epoch 639 validation pixAcc: 0.942, mIoU: 0.579
Epoch 640 iteration 0020/0093: training loss 0.418
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Epoch 640 validation pixAcc: 0.943, mIoU: 0.593
Epoch 641 iteration 0020/0093: training loss 0.410
Epoch 641 iteration 0040/0093: training loss 0.415
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Epoch 641 validation pixAcc: 0.943, mIoU: 0.596
Epoch 642 iteration 0020/0093: training loss 0.392
Epoch 642 iteration 0040/0093: training loss 0.397
Epoch 642 iteration 0060/0093: training loss 0.401
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Epoch 642 validation pixAcc: 0.944, mIoU: 0.595
Epoch 643 iteration 0020/0093: training loss 0.409
Epoch 643 iteration 0040/0093: training loss 0.404
Epoch 643 iteration 0060/0093: training loss 0.408
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Epoch 643 validation pixAcc: 0.944, mIoU: 0.592
Epoch 644 iteration 0020/0093: training loss 0.421
Epoch 644 iteration 0040/0093: training loss 0.416
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Epoch 644 validation pixAcc: 0.942, mIoU: 0.564
Epoch 645 iteration 0020/0093: training loss 0.400
Epoch 645 iteration 0040/0093: training loss 0.409
Epoch 645 iteration 0060/0093: training loss 0.411
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Epoch 645 validation pixAcc: 0.941, mIoU: 0.576
Epoch 646 iteration 0020/0093: training loss 0.429
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Epoch 646 iteration 0080/0093: training loss 0.417
Epoch 646 validation pixAcc: 0.943, mIoU: 0.589
Epoch 647 iteration 0020/0093: training loss 0.409
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Epoch 647 validation pixAcc: 0.943, mIoU: 0.586
Epoch 648 iteration 0020/0093: training loss 0.408
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Epoch 648 validation pixAcc: 0.941, mIoU: 0.569
Epoch 649 iteration 0020/0093: training loss 0.402
Epoch 649 iteration 0040/0093: training loss 0.412
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Epoch 649 validation pixAcc: 0.943, mIoU: 0.587
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Epoch 650 validation pixAcc: 0.940, mIoU: 0.574
Epoch 651 iteration 0020/0093: training loss 0.415
Epoch 651 iteration 0040/0093: training loss 0.407
Epoch 651 iteration 0060/0093: training loss 0.412
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Epoch 651 validation pixAcc: 0.941, mIoU: 0.574
Epoch 652 iteration 0020/0093: training loss 0.402
Epoch 652 iteration 0040/0093: training loss 0.394
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Epoch 652 validation pixAcc: 0.943, mIoU: 0.592
Epoch 653 iteration 0020/0093: training loss 0.411
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Epoch 653 validation pixAcc: 0.942, mIoU: 0.589
Epoch 654 iteration 0020/0093: training loss 0.402
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Epoch 654 validation pixAcc: 0.942, mIoU: 0.592
Epoch 655 iteration 0020/0093: training loss 0.431
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Epoch 655 validation pixAcc: 0.941, mIoU: 0.576
Epoch 656 iteration 0020/0093: training loss 0.407
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Epoch 656 iteration 0080/0093: training loss 0.414
Epoch 656 validation pixAcc: 0.942, mIoU: 0.590
Epoch 657 iteration 0020/0093: training loss 0.405
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Epoch 657 validation pixAcc: 0.932, mIoU: 0.559
Epoch 658 iteration 0020/0093: training loss 0.421
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Epoch 658 validation pixAcc: 0.943, mIoU: 0.592
Epoch 659 iteration 0020/0093: training loss 0.410
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Epoch 659 validation pixAcc: 0.943, mIoU: 0.591
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Epoch 660 validation pixAcc: 0.942, mIoU: 0.583
Epoch 661 iteration 0020/0093: training loss 0.417
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Epoch 661 validation pixAcc: 0.940, mIoU: 0.573
Epoch 662 iteration 0020/0093: training loss 0.411
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Epoch 662 validation pixAcc: 0.942, mIoU: 0.584
Epoch 663 iteration 0020/0093: training loss 0.406
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Epoch 663 validation pixAcc: 0.944, mIoU: 0.584
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Epoch 664 validation pixAcc: 0.941, mIoU: 0.587
Epoch 665 iteration 0020/0093: training loss 0.406
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Epoch 665 validation pixAcc: 0.944, mIoU: 0.598
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Epoch 666 iteration 0040/0093: training loss 0.415
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Epoch 666 iteration 0080/0093: training loss 0.408
Epoch 666 validation pixAcc: 0.940, mIoU: 0.572
Epoch 667 iteration 0020/0093: training loss 0.410
Epoch 667 iteration 0040/0093: training loss 0.409
Epoch 667 iteration 0060/0093: training loss 0.405
Epoch 667 iteration 0080/0093: training loss 0.408
Epoch 667 validation pixAcc: 0.937, mIoU: 0.563
Epoch 668 iteration 0020/0093: training loss 0.418
Epoch 668 iteration 0040/0093: training loss 0.421
Epoch 668 iteration 0060/0093: training loss 0.419
Epoch 668 iteration 0080/0093: training loss 0.419
Epoch 668 validation pixAcc: 0.941, mIoU: 0.590
Epoch 669 iteration 0020/0093: training loss 0.394
Epoch 669 iteration 0040/0093: training loss 0.405
Epoch 669 iteration 0060/0093: training loss 0.408
Epoch 669 iteration 0080/0093: training loss 0.404
Epoch 669 validation pixAcc: 0.946, mIoU: 0.611
Epoch 670 iteration 0020/0093: training loss 0.395
Epoch 670 iteration 0040/0093: training loss 0.405
Epoch 670 iteration 0060/0093: training loss 0.402
Epoch 670 iteration 0080/0093: training loss 0.401
Epoch 670 validation pixAcc: 0.944, mIoU: 0.599
Epoch 671 iteration 0020/0092: training loss 0.410
Epoch 671 iteration 0040/0092: training loss 0.407
Epoch 671 iteration 0060/0092: training loss 0.413
Epoch 671 iteration 0080/0092: training loss 0.416
Epoch 671 validation pixAcc: 0.943, mIoU: 0.590
Epoch 672 iteration 0020/0093: training loss 0.399
Epoch 672 iteration 0040/0093: training loss 0.404
Epoch 672 iteration 0060/0093: training loss 0.406
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Epoch 672 validation pixAcc: 0.943, mIoU: 0.601
Epoch 673 iteration 0020/0093: training loss 0.397
Epoch 673 iteration 0040/0093: training loss 0.404
Epoch 673 iteration 0060/0093: training loss 0.408
Epoch 673 iteration 0080/0093: training loss 0.409
Epoch 673 validation pixAcc: 0.943, mIoU: 0.604
Epoch 674 iteration 0020/0093: training loss 0.419
Epoch 674 iteration 0040/0093: training loss 0.415
Epoch 674 iteration 0060/0093: training loss 0.417
Epoch 674 iteration 0080/0093: training loss 0.419
Epoch 674 validation pixAcc: 0.942, mIoU: 0.598
Epoch 675 iteration 0020/0093: training loss 0.404
Epoch 675 iteration 0040/0093: training loss 0.409
Epoch 675 iteration 0060/0093: training loss 0.412
Epoch 675 iteration 0080/0093: training loss 0.409
Epoch 675 validation pixAcc: 0.944, mIoU: 0.597
Epoch 676 iteration 0020/0093: training loss 0.420
Epoch 676 iteration 0040/0093: training loss 0.403
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Epoch 676 iteration 0080/0093: training loss 0.405
Epoch 676 validation pixAcc: 0.944, mIoU: 0.595
Epoch 677 iteration 0020/0093: training loss 0.405
Epoch 677 iteration 0040/0093: training loss 0.406
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Epoch 677 validation pixAcc: 0.943, mIoU: 0.593
Epoch 678 iteration 0020/0093: training loss 0.400
Epoch 678 iteration 0040/0093: training loss 0.401
Epoch 678 iteration 0060/0093: training loss 0.406
Epoch 678 iteration 0080/0093: training loss 0.403
Epoch 678 validation pixAcc: 0.945, mIoU: 0.604
Epoch 679 iteration 0020/0093: training loss 0.395
Epoch 679 iteration 0040/0093: training loss 0.401
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Epoch 679 validation pixAcc: 0.943, mIoU: 0.604
Epoch 680 iteration 0020/0093: training loss 0.414
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Epoch 680 iteration 0060/0093: training loss 0.413
Epoch 680 iteration 0080/0093: training loss 0.409
Epoch 680 validation pixAcc: 0.945, mIoU: 0.600
Epoch 681 iteration 0020/0093: training loss 0.384
Epoch 681 iteration 0040/0093: training loss 0.397
Epoch 681 iteration 0060/0093: training loss 0.406
Epoch 681 iteration 0080/0093: training loss 0.405
Epoch 681 validation pixAcc: 0.941, mIoU: 0.579
Epoch 682 iteration 0020/0093: training loss 0.413
Epoch 682 iteration 0040/0093: training loss 0.414
Epoch 682 iteration 0060/0093: training loss 0.409
Epoch 682 iteration 0080/0093: training loss 0.407
Epoch 682 validation pixAcc: 0.945, mIoU: 0.602
Epoch 683 iteration 0020/0093: training loss 0.407
Epoch 683 iteration 0040/0093: training loss 0.403
Epoch 683 iteration 0060/0093: training loss 0.402
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Epoch 683 validation pixAcc: 0.943, mIoU: 0.589
Epoch 684 iteration 0020/0093: training loss 0.402
Epoch 684 iteration 0040/0093: training loss 0.408
Epoch 684 iteration 0060/0093: training loss 0.409
Epoch 684 iteration 0080/0093: training loss 0.410
Epoch 684 validation pixAcc: 0.945, mIoU: 0.604
Epoch 685 iteration 0020/0093: training loss 0.408
Epoch 685 iteration 0040/0093: training loss 0.414
Epoch 685 iteration 0060/0093: training loss 0.409
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Epoch 685 validation pixAcc: 0.944, mIoU: 0.589
Epoch 686 iteration 0020/0093: training loss 0.409
Epoch 686 iteration 0040/0093: training loss 0.410
Epoch 686 iteration 0060/0093: training loss 0.413
Epoch 686 iteration 0080/0093: training loss 0.416
Epoch 686 validation pixAcc: 0.942, mIoU: 0.593
Epoch 687 iteration 0020/0093: training loss 0.408
Epoch 687 iteration 0040/0093: training loss 0.412
Epoch 687 iteration 0060/0093: training loss 0.414
Epoch 687 iteration 0080/0093: training loss 0.413
Epoch 687 validation pixAcc: 0.945, mIoU: 0.595
Epoch 688 iteration 0020/0093: training loss 0.393
Epoch 688 iteration 0040/0093: training loss 0.399
Epoch 688 iteration 0060/0093: training loss 0.405
Epoch 688 iteration 0080/0093: training loss 0.405
Epoch 688 validation pixAcc: 0.944, mIoU: 0.590
Epoch 689 iteration 0020/0093: training loss 0.397
Epoch 689 iteration 0040/0093: training loss 0.402
Epoch 689 iteration 0060/0093: training loss 0.409
Epoch 689 iteration 0080/0093: training loss 0.412
Epoch 689 validation pixAcc: 0.942, mIoU: 0.579
Epoch 690 iteration 0020/0093: training loss 0.428
Epoch 690 iteration 0040/0093: training loss 0.413
Epoch 690 iteration 0060/0093: training loss 0.413
Epoch 690 iteration 0080/0093: training loss 0.412
Epoch 690 validation pixAcc: 0.942, mIoU: 0.589
Epoch 691 iteration 0020/0093: training loss 0.413
Epoch 691 iteration 0040/0093: training loss 0.417
Epoch 691 iteration 0060/0093: training loss 0.409
Epoch 691 iteration 0080/0093: training loss 0.408
Epoch 691 validation pixAcc: 0.945, mIoU: 0.595
Epoch 692 iteration 0020/0093: training loss 0.397
Epoch 692 iteration 0040/0093: training loss 0.397
Epoch 692 iteration 0060/0093: training loss 0.401
Epoch 692 iteration 0080/0093: training loss 0.401
Epoch 692 validation pixAcc: 0.943, mIoU: 0.576
Epoch 693 iteration 0020/0093: training loss 0.411
Epoch 693 iteration 0040/0093: training loss 0.410
Epoch 693 iteration 0060/0093: training loss 0.404
Epoch 693 iteration 0080/0093: training loss 0.403
Epoch 693 validation pixAcc: 0.943, mIoU: 0.588
Epoch 694 iteration 0020/0093: training loss 0.402
Epoch 694 iteration 0040/0093: training loss 0.405
Epoch 694 iteration 0060/0093: training loss 0.406
Epoch 694 iteration 0080/0093: training loss 0.409
Epoch 694 validation pixAcc: 0.943, mIoU: 0.590
Epoch 695 iteration 0020/0093: training loss 0.412
Epoch 695 iteration 0040/0093: training loss 0.402
Epoch 695 iteration 0060/0093: training loss 0.407
Epoch 695 iteration 0080/0093: training loss 0.410
Epoch 695 validation pixAcc: 0.942, mIoU: 0.581
Epoch 696 iteration 0020/0093: training loss 0.402
Epoch 696 iteration 0040/0093: training loss 0.407
Epoch 696 iteration 0060/0093: training loss 0.404
Epoch 696 iteration 0080/0093: training loss 0.405
Epoch 696 validation pixAcc: 0.945, mIoU: 0.601
Epoch 697 iteration 0020/0093: training loss 0.395
Epoch 697 iteration 0040/0093: training loss 0.401
Epoch 697 iteration 0060/0093: training loss 0.404
Epoch 697 iteration 0080/0093: training loss 0.402
Epoch 697 validation pixAcc: 0.945, mIoU: 0.605
Epoch 698 iteration 0020/0093: training loss 0.419
Epoch 698 iteration 0040/0093: training loss 0.420
Epoch 698 iteration 0060/0093: training loss 0.414
Epoch 698 iteration 0080/0093: training loss 0.409
Epoch 698 validation pixAcc: 0.944, mIoU: 0.596
Epoch 699 iteration 0020/0093: training loss 0.420
Epoch 699 iteration 0040/0093: training loss 0.415
Epoch 699 iteration 0060/0093: training loss 0.411
Epoch 699 iteration 0080/0093: training loss 0.412
Epoch 699 validation pixAcc: 0.943, mIoU: 0.589
Epoch 700 iteration 0020/0093: training loss 0.402
Epoch 700 iteration 0040/0093: training loss 0.414
Epoch 700 iteration 0060/0093: training loss 0.410
Epoch 700 iteration 0080/0093: training loss 0.408
Epoch 700 validation pixAcc: 0.943, mIoU: 0.584
Epoch 701 iteration 0020/0093: training loss 0.394
Epoch 701 iteration 0040/0093: training loss 0.399
Epoch 701 iteration 0060/0093: training loss 0.399
Epoch 701 iteration 0080/0093: training loss 0.400
Epoch 701 validation pixAcc: 0.945, mIoU: 0.604
Epoch 702 iteration 0020/0093: training loss 0.402
Epoch 702 iteration 0040/0093: training loss 0.407
Epoch 702 iteration 0060/0093: training loss 0.401
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Epoch 702 validation pixAcc: 0.946, mIoU: 0.603
Epoch 703 iteration 0020/0092: training loss 0.402
Epoch 703 iteration 0040/0092: training loss 0.397
Epoch 703 iteration 0060/0092: training loss 0.408
Epoch 703 iteration 0080/0092: training loss 0.407
Epoch 703 validation pixAcc: 0.940, mIoU: 0.569
Epoch 704 iteration 0020/0093: training loss 0.418
Epoch 704 iteration 0040/0093: training loss 0.413
Epoch 704 iteration 0060/0093: training loss 0.407
Epoch 704 iteration 0080/0093: training loss 0.406
Epoch 704 validation pixAcc: 0.944, mIoU: 0.593
Epoch 705 iteration 0020/0093: training loss 0.394
Epoch 705 iteration 0040/0093: training loss 0.398
Epoch 705 iteration 0060/0093: training loss 0.416
Epoch 705 iteration 0080/0093: training loss 0.413
Epoch 705 validation pixAcc: 0.941, mIoU: 0.565
Epoch 706 iteration 0020/0093: training loss 0.422
Epoch 706 iteration 0040/0093: training loss 0.422
Epoch 706 iteration 0060/0093: training loss 0.418
Epoch 706 iteration 0080/0093: training loss 0.414
Epoch 706 validation pixAcc: 0.942, mIoU: 0.578
Epoch 707 iteration 0020/0093: training loss 0.416
Epoch 707 iteration 0040/0093: training loss 0.418
Epoch 707 iteration 0060/0093: training loss 0.415
Epoch 707 iteration 0080/0093: training loss 0.413
Epoch 707 validation pixAcc: 0.943, mIoU: 0.591
Epoch 708 iteration 0020/0093: training loss 0.406
Epoch 708 iteration 0040/0093: training loss 0.405
Epoch 708 iteration 0060/0093: training loss 0.411
Epoch 708 iteration 0080/0093: training loss 0.408
Epoch 708 validation pixAcc: 0.944, mIoU: 0.588
Epoch 709 iteration 0020/0093: training loss 0.412
Epoch 709 iteration 0040/0093: training loss 0.411
Epoch 709 iteration 0060/0093: training loss 0.409
Epoch 709 iteration 0080/0093: training loss 0.409
Epoch 709 validation pixAcc: 0.946, mIoU: 0.598
Epoch 710 iteration 0020/0093: training loss 0.402
Epoch 710 iteration 0040/0093: training loss 0.395
Epoch 710 iteration 0060/0093: training loss 0.399
Epoch 710 iteration 0080/0093: training loss 0.400
Epoch 710 validation pixAcc: 0.926, mIoU: 0.578
Epoch 711 iteration 0020/0093: training loss 0.410
Epoch 711 iteration 0040/0093: training loss 0.408
Epoch 711 iteration 0060/0093: training loss 0.412
Epoch 711 iteration 0080/0093: training loss 0.413
Epoch 711 validation pixAcc: 0.944, mIoU: 0.595
Epoch 712 iteration 0020/0093: training loss 0.403
Epoch 712 iteration 0040/0093: training loss 0.408
Epoch 712 iteration 0060/0093: training loss 0.408
Epoch 712 iteration 0080/0093: training loss 0.407
Epoch 712 validation pixAcc: 0.942, mIoU: 0.586
Epoch 713 iteration 0020/0093: training loss 0.396
Epoch 713 iteration 0040/0093: training loss 0.394
Epoch 713 iteration 0060/0093: training loss 0.395
Epoch 713 iteration 0080/0093: training loss 0.399
Epoch 713 validation pixAcc: 0.938, mIoU: 0.580
Epoch 714 iteration 0020/0093: training loss 0.412
Epoch 714 iteration 0040/0093: training loss 0.408
Epoch 714 iteration 0060/0093: training loss 0.401
Epoch 714 iteration 0080/0093: training loss 0.402
Epoch 714 validation pixAcc: 0.936, mIoU: 0.540
Epoch 715 iteration 0020/0093: training loss 0.411
Epoch 715 iteration 0040/0093: training loss 0.409
Epoch 715 iteration 0060/0093: training loss 0.408
Epoch 715 iteration 0080/0093: training loss 0.407
Epoch 715 validation pixAcc: 0.945, mIoU: 0.592
Epoch 716 iteration 0020/0093: training loss 0.395
Epoch 716 iteration 0040/0093: training loss 0.402
Epoch 716 iteration 0060/0093: training loss 0.401
Epoch 716 iteration 0080/0093: training loss 0.402
Epoch 716 validation pixAcc: 0.941, mIoU: 0.586
Epoch 717 iteration 0020/0093: training loss 0.419
Epoch 717 iteration 0040/0093: training loss 0.417
Epoch 717 iteration 0060/0093: training loss 0.418
Epoch 717 iteration 0080/0093: training loss 0.415
Epoch 717 validation pixAcc: 0.941, mIoU: 0.574
Epoch 718 iteration 0020/0093: training loss 0.405
Epoch 718 iteration 0040/0093: training loss 0.406
Epoch 718 iteration 0060/0093: training loss 0.403
Epoch 718 iteration 0080/0093: training loss 0.403
Epoch 718 validation pixAcc: 0.942, mIoU: 0.598
Epoch 719 iteration 0020/0093: training loss 0.403
Epoch 719 iteration 0040/0093: training loss 0.405
Epoch 719 iteration 0060/0093: training loss 0.405
Epoch 719 iteration 0080/0093: training loss 0.404
Epoch 719 validation pixAcc: 0.941, mIoU: 0.570
Epoch 720 iteration 0020/0093: training loss 0.402
Epoch 720 iteration 0040/0093: training loss 0.406
Epoch 720 iteration 0060/0093: training loss 0.407
Epoch 720 iteration 0080/0093: training loss 0.413
Epoch 720 validation pixAcc: 0.943, mIoU: 0.581
Epoch 721 iteration 0020/0093: training loss 0.389
Epoch 721 iteration 0040/0093: training loss 0.394
Epoch 721 iteration 0060/0093: training loss 0.398
Epoch 721 iteration 0080/0093: training loss 0.399
Epoch 721 validation pixAcc: 0.946, mIoU: 0.609
Epoch 722 iteration 0020/0093: training loss 0.400
Epoch 722 iteration 0040/0093: training loss 0.399
Epoch 722 iteration 0060/0093: training loss 0.396
Epoch 722 iteration 0080/0093: training loss 0.398
Epoch 722 validation pixAcc: 0.945, mIoU: 0.608
Epoch 723 iteration 0020/0093: training loss 0.391
Epoch 723 iteration 0040/0093: training loss 0.392
Epoch 723 iteration 0060/0093: training loss 0.396
Epoch 723 iteration 0080/0093: training loss 0.400
Epoch 723 validation pixAcc: 0.946, mIoU: 0.598
Epoch 724 iteration 0020/0093: training loss 0.403
Epoch 724 iteration 0040/0093: training loss 0.400
Epoch 724 iteration 0060/0093: training loss 0.399
Epoch 724 iteration 0080/0093: training loss 0.404
Epoch 724 validation pixAcc: 0.944, mIoU: 0.588
Epoch 725 iteration 0020/0093: training loss 0.399
Epoch 725 iteration 0040/0093: training loss 0.397
Epoch 725 iteration 0060/0093: training loss 0.395
Epoch 725 iteration 0080/0093: training loss 0.396
Epoch 725 validation pixAcc: 0.945, mIoU: 0.591
Epoch 726 iteration 0020/0093: training loss 0.403
Epoch 726 iteration 0040/0093: training loss 0.408
Epoch 726 iteration 0060/0093: training loss 0.404
Epoch 726 iteration 0080/0093: training loss 0.406
Epoch 726 validation pixAcc: 0.944, mIoU: 0.586
Epoch 727 iteration 0020/0093: training loss 0.398
Epoch 727 iteration 0040/0093: training loss 0.402
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Epoch 727 validation pixAcc: 0.942, mIoU: 0.579
Epoch 728 iteration 0020/0093: training loss 0.401
Epoch 728 iteration 0040/0093: training loss 0.399
Epoch 728 iteration 0060/0093: training loss 0.397
Epoch 728 iteration 0080/0093: training loss 0.402
Epoch 728 validation pixAcc: 0.943, mIoU: 0.581
Epoch 729 iteration 0020/0093: training loss 0.385
Epoch 729 iteration 0040/0093: training loss 0.395
Epoch 729 iteration 0060/0093: training loss 0.396
Epoch 729 iteration 0080/0093: training loss 0.395
Epoch 729 validation pixAcc: 0.943, mIoU: 0.593
Epoch 730 iteration 0020/0093: training loss 0.411
Epoch 730 iteration 0040/0093: training loss 0.409
Epoch 730 iteration 0060/0093: training loss 0.405
Epoch 730 iteration 0080/0093: training loss 0.407
Epoch 730 validation pixAcc: 0.944, mIoU: 0.604
Epoch 731 iteration 0020/0093: training loss 0.398
Epoch 731 iteration 0040/0093: training loss 0.398
Epoch 731 iteration 0060/0093: training loss 0.399
Epoch 731 iteration 0080/0093: training loss 0.396
Epoch 731 validation pixAcc: 0.944, mIoU: 0.595
Epoch 732 iteration 0020/0093: training loss 0.410
Epoch 732 iteration 0040/0093: training loss 0.416
Epoch 732 iteration 0060/0093: training loss 0.410
Epoch 732 iteration 0080/0093: training loss 0.407
Epoch 732 validation pixAcc: 0.945, mIoU: 0.597
Epoch 733 iteration 0020/0093: training loss 0.403
Epoch 733 iteration 0040/0093: training loss 0.397
Epoch 733 iteration 0060/0093: training loss 0.393
Epoch 733 iteration 0080/0093: training loss 0.395
Epoch 733 validation pixAcc: 0.941, mIoU: 0.583
Epoch 734 iteration 0020/0093: training loss 0.395
Epoch 734 iteration 0040/0093: training loss 0.400
Epoch 734 iteration 0060/0093: training loss 0.401
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Epoch 734 validation pixAcc: 0.944, mIoU: 0.598
Epoch 735 iteration 0020/0092: training loss 0.392
Epoch 735 iteration 0040/0092: training loss 0.398
Epoch 735 iteration 0060/0092: training loss 0.401
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Epoch 735 validation pixAcc: 0.945, mIoU: 0.609
Epoch 736 iteration 0020/0093: training loss 0.389
Epoch 736 iteration 0040/0093: training loss 0.399
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Epoch 736 iteration 0080/0093: training loss 0.395
Epoch 736 validation pixAcc: 0.945, mIoU: 0.604
Epoch 737 iteration 0020/0093: training loss 0.406
Epoch 737 iteration 0040/0093: training loss 0.406
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Epoch 737 validation pixAcc: 0.943, mIoU: 0.600
Epoch 738 iteration 0020/0093: training loss 0.413
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Epoch 738 iteration 0060/0093: training loss 0.404
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Epoch 738 validation pixAcc: 0.944, mIoU: 0.599
Epoch 739 iteration 0020/0093: training loss 0.403
Epoch 739 iteration 0040/0093: training loss 0.391
Epoch 739 iteration 0060/0093: training loss 0.397
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Epoch 739 validation pixAcc: 0.944, mIoU: 0.605
Epoch 740 iteration 0020/0093: training loss 0.388
Epoch 740 iteration 0040/0093: training loss 0.394
Epoch 740 iteration 0060/0093: training loss 0.397
Epoch 740 iteration 0080/0093: training loss 0.393
Epoch 740 validation pixAcc: 0.945, mIoU: 0.605
Epoch 741 iteration 0020/0093: training loss 0.408
Epoch 741 iteration 0040/0093: training loss 0.396
Epoch 741 iteration 0060/0093: training loss 0.407
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Epoch 741 validation pixAcc: 0.944, mIoU: 0.604
Epoch 742 iteration 0020/0093: training loss 0.403
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Epoch 742 iteration 0060/0093: training loss 0.407
Epoch 742 iteration 0080/0093: training loss 0.405
Epoch 742 validation pixAcc: 0.943, mIoU: 0.599
Epoch 743 iteration 0020/0093: training loss 0.392
Epoch 743 iteration 0040/0093: training loss 0.393
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Epoch 743 validation pixAcc: 0.946, mIoU: 0.609
Epoch 744 iteration 0020/0093: training loss 0.396
Epoch 744 iteration 0040/0093: training loss 0.401
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Epoch 744 validation pixAcc: 0.945, mIoU: 0.611
Epoch 745 iteration 0020/0093: training loss 0.413
Epoch 745 iteration 0040/0093: training loss 0.407
Epoch 745 iteration 0060/0093: training loss 0.409
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Epoch 745 validation pixAcc: 0.944, mIoU: 0.597
Epoch 746 iteration 0020/0093: training loss 0.410
Epoch 746 iteration 0040/0093: training loss 0.406
Epoch 746 iteration 0060/0093: training loss 0.404
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Epoch 746 validation pixAcc: 0.946, mIoU: 0.607
Epoch 747 iteration 0020/0093: training loss 0.401
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Epoch 747 validation pixAcc: 0.945, mIoU: 0.606
Epoch 748 iteration 0020/0093: training loss 0.419
Epoch 748 iteration 0040/0093: training loss 0.417
Epoch 748 iteration 0060/0093: training loss 0.411
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Epoch 748 validation pixAcc: 0.943, mIoU: 0.592
Epoch 749 iteration 0020/0093: training loss 0.404
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Epoch 749 validation pixAcc: 0.942, mIoU: 0.582
Epoch 750 iteration 0020/0093: training loss 0.407
Epoch 750 iteration 0040/0093: training loss 0.405
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Epoch 750 validation pixAcc: 0.945, mIoU: 0.599
Epoch 751 iteration 0020/0093: training loss 0.399
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Epoch 751 validation pixAcc: 0.945, mIoU: 0.597
Epoch 752 iteration 0020/0093: training loss 0.401
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Epoch 752 validation pixAcc: 0.945, mIoU: 0.606
Epoch 753 iteration 0020/0093: training loss 0.389
Epoch 753 iteration 0040/0093: training loss 0.391
Epoch 753 iteration 0060/0093: training loss 0.397
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Epoch 753 validation pixAcc: 0.942, mIoU: 0.582
Epoch 754 iteration 0020/0093: training loss 0.393
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Epoch 754 validation pixAcc: 0.944, mIoU: 0.579
Epoch 755 iteration 0020/0093: training loss 0.385
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Epoch 755 validation pixAcc: 0.946, mIoU: 0.601
Epoch 756 iteration 0020/0093: training loss 0.414
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Epoch 756 validation pixAcc: 0.946, mIoU: 0.607
Epoch 757 iteration 0020/0093: training loss 0.391
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Epoch 757 validation pixAcc: 0.945, mIoU: 0.605
Epoch 758 iteration 0020/0093: training loss 0.403
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Epoch 758 validation pixAcc: 0.944, mIoU: 0.593
Epoch 759 iteration 0020/0093: training loss 0.404
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Epoch 759 validation pixAcc: 0.943, mIoU: 0.586
Epoch 760 iteration 0020/0093: training loss 0.390
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Epoch 760 validation pixAcc: 0.944, mIoU: 0.600
Epoch 761 iteration 0020/0093: training loss 0.402
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Epoch 761 validation pixAcc: 0.945, mIoU: 0.597
Epoch 762 iteration 0020/0093: training loss 0.393
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Epoch 762 validation pixAcc: 0.943, mIoU: 0.613
Epoch 763 iteration 0020/0093: training loss 0.387
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Epoch 763 validation pixAcc: 0.946, mIoU: 0.608
Epoch 764 iteration 0020/0093: training loss 0.379
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Epoch 764 validation pixAcc: 0.945, mIoU: 0.599
Epoch 765 iteration 0020/0093: training loss 0.410
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Epoch 765 validation pixAcc: 0.944, mIoU: 0.608
Epoch 766 iteration 0020/0093: training loss 0.398
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Epoch 766 validation pixAcc: 0.944, mIoU: 0.591
Epoch 767 iteration 0020/0092: training loss 0.410
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Epoch 767 validation pixAcc: 0.946, mIoU: 0.600
Epoch 768 iteration 0020/0093: training loss 0.403
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Epoch 768 iteration 0080/0093: training loss 0.396
Epoch 768 validation pixAcc: 0.945, mIoU: 0.610
Epoch 769 iteration 0020/0093: training loss 0.391
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Epoch 769 validation pixAcc: 0.945, mIoU: 0.603
Epoch 770 iteration 0020/0093: training loss 0.402
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Epoch 770 validation pixAcc: 0.941, mIoU: 0.589
Epoch 771 iteration 0020/0093: training loss 0.386
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Epoch 771 validation pixAcc: 0.946, mIoU: 0.614
Epoch 772 iteration 0020/0093: training loss 0.386
Epoch 772 iteration 0040/0093: training loss 0.393
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Epoch 772 validation pixAcc: 0.945, mIoU: 0.599
Epoch 773 iteration 0020/0093: training loss 0.399
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Epoch 773 validation pixAcc: 0.945, mIoU: 0.609
Epoch 774 iteration 0020/0093: training loss 0.392
Epoch 774 iteration 0040/0093: training loss 0.412
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Epoch 774 validation pixAcc: 0.946, mIoU: 0.608
Epoch 775 iteration 0020/0093: training loss 0.405
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Epoch 775 validation pixAcc: 0.945, mIoU: 0.589
Epoch 776 iteration 0020/0093: training loss 0.396
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Epoch 776 validation pixAcc: 0.944, mIoU: 0.599
Epoch 777 iteration 0020/0093: training loss 0.394
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Epoch 777 validation pixAcc: 0.946, mIoU: 0.597
Epoch 778 iteration 0020/0093: training loss 0.404
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Epoch 778 validation pixAcc: 0.946, mIoU: 0.608
Epoch 779 iteration 0020/0093: training loss 0.383
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Epoch 779 validation pixAcc: 0.945, mIoU: 0.604
Epoch 780 iteration 0020/0093: training loss 0.393
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Epoch 780 validation pixAcc: 0.946, mIoU: 0.611
Epoch 781 iteration 0020/0093: training loss 0.400
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Epoch 781 validation pixAcc: 0.946, mIoU: 0.607
Epoch 782 iteration 0020/0093: training loss 0.386
Epoch 782 iteration 0040/0093: training loss 0.397
Epoch 782 iteration 0060/0093: training loss 0.402
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Epoch 782 validation pixAcc: 0.943, mIoU: 0.603
Epoch 783 iteration 0020/0093: training loss 0.385
Epoch 783 iteration 0040/0093: training loss 0.393
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Epoch 783 validation pixAcc: 0.946, mIoU: 0.617
Epoch 784 iteration 0020/0093: training loss 0.392
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Epoch 784 validation pixAcc: 0.944, mIoU: 0.605
Epoch 785 iteration 0020/0093: training loss 0.388
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Epoch 785 validation pixAcc: 0.946, mIoU: 0.605
Epoch 786 iteration 0020/0093: training loss 0.406
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Epoch 786 validation pixAcc: 0.946, mIoU: 0.610
Epoch 787 iteration 0020/0093: training loss 0.396
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Epoch 787 validation pixAcc: 0.946, mIoU: 0.610
Epoch 788 iteration 0020/0093: training loss 0.394
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Epoch 788 validation pixAcc: 0.945, mIoU: 0.599
Epoch 789 iteration 0020/0093: training loss 0.394
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Epoch 789 validation pixAcc: 0.945, mIoU: 0.596
Epoch 790 iteration 0020/0093: training loss 0.385
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Epoch 790 validation pixAcc: 0.946, mIoU: 0.611
Epoch 791 iteration 0020/0093: training loss 0.395
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Epoch 791 validation pixAcc: 0.943, mIoU: 0.579
Epoch 792 iteration 0020/0093: training loss 0.397
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Epoch 792 validation pixAcc: 0.944, mIoU: 0.601
Epoch 793 iteration 0020/0093: training loss 0.402
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Epoch 793 validation pixAcc: 0.946, mIoU: 0.613
Epoch 794 iteration 0020/0093: training loss 0.405
Epoch 794 iteration 0040/0093: training loss 0.396
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Epoch 794 validation pixAcc: 0.945, mIoU: 0.602
Epoch 795 iteration 0020/0093: training loss 0.402
Epoch 795 iteration 0040/0093: training loss 0.392
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Epoch 795 validation pixAcc: 0.945, mIoU: 0.596
Epoch 796 iteration 0020/0093: training loss 0.388
Epoch 796 iteration 0040/0093: training loss 0.400
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Epoch 796 validation pixAcc: 0.945, mIoU: 0.608
Epoch 797 iteration 0020/0093: training loss 0.403
Epoch 797 iteration 0040/0093: training loss 0.394
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Epoch 797 validation pixAcc: 0.946, mIoU: 0.612
Epoch 798 iteration 0020/0093: training loss 0.400
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Epoch 798 validation pixAcc: 0.947, mIoU: 0.613
Epoch 799 iteration 0020/0092: training loss 0.394
Epoch 799 iteration 0040/0092: training loss 0.399
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Epoch 799 validation pixAcc: 0.946, mIoU: 0.608
Epoch 800 iteration 0020/0093: training loss 0.388
Epoch 800 iteration 0040/0093: training loss 0.383
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Epoch 800 iteration 0080/0093: training loss 0.389
Epoch 800 validation pixAcc: 0.946, mIoU: 0.607
Epoch 801 iteration 0020/0093: training loss 0.397
Epoch 801 iteration 0040/0093: training loss 0.400
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Epoch 801 validation pixAcc: 0.945, mIoU: 0.606
Epoch 802 iteration 0020/0093: training loss 0.385
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Epoch 802 validation pixAcc: 0.945, mIoU: 0.608
Epoch 803 iteration 0020/0093: training loss 0.389
Epoch 803 iteration 0040/0093: training loss 0.389
Epoch 803 iteration 0060/0093: training loss 0.396
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Epoch 803 validation pixAcc: 0.947, mIoU: 0.609
Epoch 804 iteration 0020/0093: training loss 0.397
Epoch 804 iteration 0040/0093: training loss 0.386
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Epoch 804 validation pixAcc: 0.945, mIoU: 0.606
Epoch 805 iteration 0020/0093: training loss 0.398
Epoch 805 iteration 0040/0093: training loss 0.392
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Epoch 805 iteration 0080/0093: training loss 0.393
Epoch 805 validation pixAcc: 0.945, mIoU: 0.607
Epoch 806 iteration 0020/0093: training loss 0.406
Epoch 806 iteration 0040/0093: training loss 0.404
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Epoch 806 validation pixAcc: 0.945, mIoU: 0.612
Epoch 807 iteration 0020/0093: training loss 0.394
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Epoch 807 validation pixAcc: 0.946, mIoU: 0.618
Epoch 808 iteration 0020/0093: training loss 0.419
Epoch 808 iteration 0040/0093: training loss 0.403
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Epoch 808 validation pixAcc: 0.946, mIoU: 0.602
Epoch 809 iteration 0020/0093: training loss 0.395
Epoch 809 iteration 0040/0093: training loss 0.391
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Epoch 809 validation pixAcc: 0.947, mIoU: 0.614
Epoch 810 iteration 0020/0093: training loss 0.381
Epoch 810 iteration 0040/0093: training loss 0.378
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Epoch 810 validation pixAcc: 0.946, mIoU: 0.608
Epoch 811 iteration 0020/0093: training loss 0.386
Epoch 811 iteration 0040/0093: training loss 0.387
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Epoch 811 validation pixAcc: 0.948, mIoU: 0.620
Epoch 812 iteration 0020/0093: training loss 0.379
Epoch 812 iteration 0040/0093: training loss 0.385
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Epoch 812 validation pixAcc: 0.946, mIoU: 0.610
Epoch 813 iteration 0020/0093: training loss 0.392
Epoch 813 iteration 0040/0093: training loss 0.389
Epoch 813 iteration 0060/0093: training loss 0.394
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Epoch 813 validation pixAcc: 0.946, mIoU: 0.610
Epoch 814 iteration 0020/0093: training loss 0.413
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Epoch 814 iteration 0060/0093: training loss 0.395
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Epoch 814 validation pixAcc: 0.947, mIoU: 0.610
Epoch 815 iteration 0020/0093: training loss 0.386
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Epoch 815 validation pixAcc: 0.947, mIoU: 0.612
Epoch 816 iteration 0020/0093: training loss 0.384
Epoch 816 iteration 0040/0093: training loss 0.389
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Epoch 816 validation pixAcc: 0.947, mIoU: 0.599
Epoch 817 iteration 0020/0093: training loss 0.383
Epoch 817 iteration 0040/0093: training loss 0.385
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Epoch 817 iteration 0080/0093: training loss 0.392
Epoch 817 validation pixAcc: 0.947, mIoU: 0.613
Epoch 818 iteration 0020/0093: training loss 0.409
Epoch 818 iteration 0040/0093: training loss 0.398
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Epoch 818 validation pixAcc: 0.947, mIoU: 0.615
Epoch 819 iteration 0020/0093: training loss 0.394
Epoch 819 iteration 0040/0093: training loss 0.395
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Epoch 819 validation pixAcc: 0.947, mIoU: 0.607
Epoch 820 iteration 0020/0093: training loss 0.397
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Epoch 820 validation pixAcc: 0.945, mIoU: 0.609
Epoch 821 iteration 0020/0093: training loss 0.394
Epoch 821 iteration 0040/0093: training loss 0.381
Epoch 821 iteration 0060/0093: training loss 0.389
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Epoch 821 validation pixAcc: 0.947, mIoU: 0.605
Epoch 822 iteration 0020/0093: training loss 0.384
Epoch 822 iteration 0040/0093: training loss 0.395
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Epoch 822 validation pixAcc: 0.946, mIoU: 0.613
Epoch 823 iteration 0020/0093: training loss 0.384
Epoch 823 iteration 0040/0093: training loss 0.395
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Epoch 823 validation pixAcc: 0.946, mIoU: 0.612
Epoch 824 iteration 0020/0093: training loss 0.409
Epoch 824 iteration 0040/0093: training loss 0.403
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Epoch 824 validation pixAcc: 0.946, mIoU: 0.613
Epoch 825 iteration 0020/0093: training loss 0.402
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Epoch 825 validation pixAcc: 0.946, mIoU: 0.616
Epoch 826 iteration 0020/0093: training loss 0.408
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Epoch 826 validation pixAcc: 0.947, mIoU: 0.620
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Epoch 827 validation pixAcc: 0.946, mIoU: 0.604
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Epoch 828 validation pixAcc: 0.946, mIoU: 0.613
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Epoch 829 validation pixAcc: 0.947, mIoU: 0.620
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Epoch 830 validation pixAcc: 0.947, mIoU: 0.614
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Epoch 831 validation pixAcc: 0.948, mIoU: 0.618
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Epoch 832 validation pixAcc: 0.945, mIoU: 0.610
Epoch 833 iteration 0020/0093: training loss 0.382
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Epoch 833 validation pixAcc: 0.946, mIoU: 0.610
Epoch 834 iteration 0020/0093: training loss 0.378
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Epoch 834 validation pixAcc: 0.947, mIoU: 0.618
Epoch 835 iteration 0020/0093: training loss 0.412
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Epoch 835 validation pixAcc: 0.948, mIoU: 0.617
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Epoch 836 validation pixAcc: 0.948, mIoU: 0.617
Epoch 837 iteration 0020/0093: training loss 0.405
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Epoch 837 validation pixAcc: 0.947, mIoU: 0.615
Epoch 838 iteration 0020/0093: training loss 0.400
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Epoch 838 validation pixAcc: 0.947, mIoU: 0.605
Epoch 839 iteration 0020/0093: training loss 0.402
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Epoch 839 validation pixAcc: 0.948, mIoU: 0.615
Epoch 840 iteration 0020/0093: training loss 0.384
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Epoch 840 iteration 0080/0093: training loss 0.388
Epoch 840 validation pixAcc: 0.949, mIoU: 0.626
Epoch 841 iteration 0020/0093: training loss 0.366
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Epoch 841 validation pixAcc: 0.947, mIoU: 0.601
Epoch 842 iteration 0020/0093: training loss 0.390
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Epoch 842 validation pixAcc: 0.947, mIoU: 0.609
Epoch 843 iteration 0020/0093: training loss 0.391
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Epoch 843 validation pixAcc: 0.948, mIoU: 0.609
Epoch 844 iteration 0020/0093: training loss 0.369
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Epoch 844 validation pixAcc: 0.947, mIoU: 0.611
Epoch 845 iteration 0020/0093: training loss 0.397
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Epoch 845 validation pixAcc: 0.947, mIoU: 0.609
Epoch 846 iteration 0020/0093: training loss 0.396
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Epoch 846 validation pixAcc: 0.947, mIoU: 0.609
Epoch 847 iteration 0020/0093: training loss 0.406
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Epoch 847 validation pixAcc: 0.947, mIoU: 0.615
Epoch 848 iteration 0020/0093: training loss 0.374
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Epoch 848 validation pixAcc: 0.947, mIoU: 0.607
Epoch 849 iteration 0020/0093: training loss 0.378
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Epoch 849 validation pixAcc: 0.947, mIoU: 0.614
Epoch 850 iteration 0020/0093: training loss 0.386
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Epoch 850 validation pixAcc: 0.947, mIoU: 0.613
Epoch 851 iteration 0020/0093: training loss 0.408
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Epoch 851 validation pixAcc: 0.948, mIoU: 0.615
Epoch 852 iteration 0020/0093: training loss 0.386
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Epoch 852 validation pixAcc: 0.947, mIoU: 0.620
Epoch 853 iteration 0020/0093: training loss 0.394
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Epoch 853 validation pixAcc: 0.948, mIoU: 0.613
Epoch 854 iteration 0020/0093: training loss 0.387
Epoch 854 iteration 0040/0093: training loss 0.392
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Epoch 854 validation pixAcc: 0.948, mIoU: 0.614
Epoch 855 iteration 0020/0093: training loss 0.384
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Epoch 855 validation pixAcc: 0.948, mIoU: 0.613
Epoch 856 iteration 0020/0093: training loss 0.386
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Epoch 856 validation pixAcc: 0.947, mIoU: 0.615
Epoch 857 iteration 0020/0093: training loss 0.391
Epoch 857 iteration 0040/0093: training loss 0.385
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Epoch 857 validation pixAcc: 0.946, mIoU: 0.610
Epoch 858 iteration 0020/0093: training loss 0.383
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Epoch 858 validation pixAcc: 0.945, mIoU: 0.605
Epoch 859 iteration 0020/0093: training loss 0.411
Epoch 859 iteration 0040/0093: training loss 0.397
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Epoch 859 validation pixAcc: 0.948, mIoU: 0.619
Epoch 860 iteration 0020/0093: training loss 0.393
Epoch 860 iteration 0040/0093: training loss 0.387
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Epoch 860 validation pixAcc: 0.948, mIoU: 0.624
Epoch 861 iteration 0020/0093: training loss 0.392
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Epoch 861 validation pixAcc: 0.947, mIoU: 0.608
Epoch 862 iteration 0020/0093: training loss 0.397
Epoch 862 iteration 0040/0093: training loss 0.399
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Epoch 862 iteration 0080/0093: training loss 0.394
Epoch 862 validation pixAcc: 0.946, mIoU: 0.609
Epoch 863 iteration 0020/0092: training loss 0.409
Epoch 863 iteration 0040/0092: training loss 0.403
Epoch 863 iteration 0060/0092: training loss 0.397
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Epoch 863 validation pixAcc: 0.947, mIoU: 0.616
Epoch 864 iteration 0020/0093: training loss 0.383
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Epoch 864 validation pixAcc: 0.948, mIoU: 0.616
Epoch 865 iteration 0020/0093: training loss 0.392
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Epoch 865 validation pixAcc: 0.947, mIoU: 0.610
Epoch 866 iteration 0020/0093: training loss 0.373
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Epoch 866 validation pixAcc: 0.948, mIoU: 0.623
Epoch 867 iteration 0020/0093: training loss 0.389
Epoch 867 iteration 0040/0093: training loss 0.386
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Epoch 867 validation pixAcc: 0.948, mIoU: 0.622
Epoch 868 iteration 0020/0093: training loss 0.384
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Epoch 868 validation pixAcc: 0.948, mIoU: 0.617
Epoch 869 iteration 0020/0093: training loss 0.397
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Epoch 869 iteration 0060/0093: training loss 0.395
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Epoch 869 validation pixAcc: 0.947, mIoU: 0.616
Epoch 870 iteration 0020/0093: training loss 0.369
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Epoch 870 validation pixAcc: 0.946, mIoU: 0.608
Epoch 871 iteration 0020/0093: training loss 0.377
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Epoch 871 validation pixAcc: 0.947, mIoU: 0.613
Epoch 872 iteration 0020/0093: training loss 0.390
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Epoch 872 validation pixAcc: 0.947, mIoU: 0.616
Epoch 873 iteration 0020/0093: training loss 0.378
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Epoch 873 validation pixAcc: 0.947, mIoU: 0.615
Epoch 874 iteration 0020/0093: training loss 0.398
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Epoch 874 validation pixAcc: 0.947, mIoU: 0.615
Epoch 875 iteration 0020/0093: training loss 0.374
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Epoch 875 validation pixAcc: 0.948, mIoU: 0.631
Epoch 876 iteration 0020/0093: training loss 0.399
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Epoch 876 validation pixAcc: 0.947, mIoU: 0.618
Epoch 877 iteration 0020/0093: training loss 0.384
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Epoch 877 validation pixAcc: 0.946, mIoU: 0.613
Epoch 878 iteration 0020/0093: training loss 0.386
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Epoch 878 validation pixAcc: 0.945, mIoU: 0.600
Epoch 879 iteration 0020/0093: training loss 0.395
Epoch 879 iteration 0040/0093: training loss 0.393
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Epoch 879 validation pixAcc: 0.947, mIoU: 0.618
Epoch 880 iteration 0020/0093: training loss 0.392
Epoch 880 iteration 0040/0093: training loss 0.383
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Epoch 880 validation pixAcc: 0.947, mIoU: 0.624
Epoch 881 iteration 0020/0093: training loss 0.391
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Epoch 881 validation pixAcc: 0.947, mIoU: 0.611
Epoch 882 iteration 0020/0093: training loss 0.384
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Epoch 882 validation pixAcc: 0.946, mIoU: 0.607
Epoch 883 iteration 0020/0093: training loss 0.389
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Epoch 883 validation pixAcc: 0.948, mIoU: 0.613
Epoch 884 iteration 0020/0093: training loss 0.387
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Epoch 884 validation pixAcc: 0.947, mIoU: 0.600
Epoch 885 iteration 0020/0093: training loss 0.377
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Epoch 885 validation pixAcc: 0.947, mIoU: 0.610
Epoch 886 iteration 0020/0093: training loss 0.385
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Epoch 886 validation pixAcc: 0.948, mIoU: 0.621
Epoch 887 iteration 0020/0093: training loss 0.382
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Epoch 887 validation pixAcc: 0.948, mIoU: 0.615
Epoch 888 iteration 0020/0093: training loss 0.374
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Epoch 888 validation pixAcc: 0.948, mIoU: 0.616
Epoch 889 iteration 0020/0093: training loss 0.382
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Epoch 889 validation pixAcc: 0.948, mIoU: 0.619
Epoch 890 iteration 0020/0093: training loss 0.384
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Epoch 890 validation pixAcc: 0.948, mIoU: 0.619
Epoch 891 iteration 0020/0093: training loss 0.367
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Epoch 891 validation pixAcc: 0.949, mIoU: 0.628
Epoch 892 iteration 0020/0093: training loss 0.380
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Epoch 892 validation pixAcc: 0.948, mIoU: 0.625
Epoch 893 iteration 0020/0093: training loss 0.386
Epoch 893 iteration 0040/0093: training loss 0.391
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Epoch 893 validation pixAcc: 0.948, mIoU: 0.624
Epoch 894 iteration 0020/0093: training loss 0.396
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Epoch 894 validation pixAcc: 0.948, mIoU: 0.623
Epoch 895 iteration 0020/0092: training loss 0.385
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Epoch 895 validation pixAcc: 0.947, mIoU: 0.619
Epoch 896 iteration 0020/0093: training loss 0.389
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Epoch 896 validation pixAcc: 0.947, mIoU: 0.611
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Epoch 897 validation pixAcc: 0.946, mIoU: 0.618
Epoch 898 iteration 0020/0093: training loss 0.384
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Epoch 898 validation pixAcc: 0.948, mIoU: 0.616
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Epoch 899 validation pixAcc: 0.948, mIoU: 0.615
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Epoch 900 validation pixAcc: 0.948, mIoU: 0.614
Epoch 901 iteration 0020/0093: training loss 0.390
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Epoch 901 validation pixAcc: 0.947, mIoU: 0.615
Epoch 902 iteration 0020/0093: training loss 0.376
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Epoch 902 validation pixAcc: 0.947, mIoU: 0.620
Epoch 903 iteration 0020/0093: training loss 0.371
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Epoch 903 validation pixAcc: 0.948, mIoU: 0.622
Epoch 904 iteration 0020/0093: training loss 0.377
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Epoch 904 validation pixAcc: 0.948, mIoU: 0.621
Epoch 905 iteration 0020/0093: training loss 0.386
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Epoch 905 validation pixAcc: 0.948, mIoU: 0.620
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Epoch 906 validation pixAcc: 0.948, mIoU: 0.623
Epoch 907 iteration 0020/0093: training loss 0.376
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Epoch 907 validation pixAcc: 0.949, mIoU: 0.622
Epoch 908 iteration 0020/0093: training loss 0.393
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Epoch 908 validation pixAcc: 0.948, mIoU: 0.621
Epoch 909 iteration 0020/0093: training loss 0.364
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Epoch 909 validation pixAcc: 0.947, mIoU: 0.622
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Epoch 910 validation pixAcc: 0.948, mIoU: 0.618
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Epoch 911 validation pixAcc: 0.949, mIoU: 0.629
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Epoch 912 validation pixAcc: 0.946, mIoU: 0.612
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Epoch 913 validation pixAcc: 0.948, mIoU: 0.615
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Epoch 914 validation pixAcc: 0.948, mIoU: 0.617
Epoch 915 iteration 0020/0093: training loss 0.356
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Epoch 915 validation pixAcc: 0.948, mIoU: 0.620
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Epoch 916 validation pixAcc: 0.948, mIoU: 0.614
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Epoch 917 validation pixAcc: 0.948, mIoU: 0.615
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Epoch 918 validation pixAcc: 0.948, mIoU: 0.619
Epoch 919 iteration 0020/0093: training loss 0.373
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Epoch 919 validation pixAcc: 0.948, mIoU: 0.624
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Epoch 920 validation pixAcc: 0.949, mIoU: 0.628
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Epoch 921 validation pixAcc: 0.947, mIoU: 0.612
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Epoch 922 validation pixAcc: 0.948, mIoU: 0.624
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Epoch 923 validation pixAcc: 0.949, mIoU: 0.627
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Epoch 924 validation pixAcc: 0.948, mIoU: 0.621
Epoch 925 iteration 0020/0093: training loss 0.384
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Epoch 925 validation pixAcc: 0.948, mIoU: 0.621
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Epoch 926 validation pixAcc: 0.948, mIoU: 0.617
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Epoch 927 validation pixAcc: 0.949, mIoU: 0.627
Epoch 928 iteration 0020/0093: training loss 0.364
Epoch 928 iteration 0040/0093: training loss 0.373
Epoch 928 iteration 0060/0093: training loss 0.380
Epoch 928 iteration 0080/0093: training loss 0.384
Epoch 928 validation pixAcc: 0.948, mIoU: 0.626
Epoch 929 iteration 0020/0093: training loss 0.391
Epoch 929 iteration 0040/0093: training loss 0.392
Epoch 929 iteration 0060/0093: training loss 0.385
Epoch 929 iteration 0080/0093: training loss 0.383
Epoch 929 validation pixAcc: 0.948, mIoU: 0.624
Epoch 930 iteration 0020/0093: training loss 0.379
Epoch 930 iteration 0040/0093: training loss 0.374
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Epoch 930 validation pixAcc: 0.948, mIoU: 0.619
Epoch 931 iteration 0020/0093: training loss 0.387
Epoch 931 iteration 0040/0093: training loss 0.386
Epoch 931 iteration 0060/0093: training loss 0.383
Epoch 931 iteration 0080/0093: training loss 0.380
Epoch 931 validation pixAcc: 0.948, mIoU: 0.624
Epoch 932 iteration 0020/0093: training loss 0.378
Epoch 932 iteration 0040/0093: training loss 0.377
Epoch 932 iteration 0060/0093: training loss 0.382
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Epoch 932 validation pixAcc: 0.948, mIoU: 0.627
Epoch 933 iteration 0020/0093: training loss 0.366
Epoch 933 iteration 0040/0093: training loss 0.376
Epoch 933 iteration 0060/0093: training loss 0.380
Epoch 933 iteration 0080/0093: training loss 0.384
Epoch 933 validation pixAcc: 0.948, mIoU: 0.628
Epoch 934 iteration 0020/0093: training loss 0.383
Epoch 934 iteration 0040/0093: training loss 0.380
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Epoch 934 iteration 0080/0093: training loss 0.378
Epoch 934 validation pixAcc: 0.948, mIoU: 0.626
Epoch 935 iteration 0020/0093: training loss 0.380
Epoch 935 iteration 0040/0093: training loss 0.375
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Epoch 935 validation pixAcc: 0.948, mIoU: 0.623
Epoch 936 iteration 0020/0093: training loss 0.373
Epoch 936 iteration 0040/0093: training loss 0.380
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Epoch 936 validation pixAcc: 0.948, mIoU: 0.621
Epoch 937 iteration 0020/0093: training loss 0.377
Epoch 937 iteration 0040/0093: training loss 0.380
Epoch 937 iteration 0060/0093: training loss 0.376
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Epoch 937 validation pixAcc: 0.949, mIoU: 0.627
Epoch 938 iteration 0020/0093: training loss 0.379
Epoch 938 iteration 0040/0093: training loss 0.387
Epoch 938 iteration 0060/0093: training loss 0.385
Epoch 938 iteration 0080/0093: training loss 0.381
Epoch 938 validation pixAcc: 0.949, mIoU: 0.630
Epoch 939 iteration 0020/0093: training loss 0.382
Epoch 939 iteration 0040/0093: training loss 0.380
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Epoch 939 iteration 0080/0093: training loss 0.376
Epoch 939 validation pixAcc: 0.949, mIoU: 0.636
Epoch 940 iteration 0020/0093: training loss 0.374
Epoch 940 iteration 0040/0093: training loss 0.374
Epoch 940 iteration 0060/0093: training loss 0.377
Epoch 940 iteration 0080/0093: training loss 0.378
Epoch 940 validation pixAcc: 0.949, mIoU: 0.626
Epoch 941 iteration 0020/0093: training loss 0.377
Epoch 941 iteration 0040/0093: training loss 0.385
Epoch 941 iteration 0060/0093: training loss 0.380
Epoch 941 iteration 0080/0093: training loss 0.376
Epoch 941 validation pixAcc: 0.949, mIoU: 0.628
Epoch 942 iteration 0020/0093: training loss 0.382
Epoch 942 iteration 0040/0093: training loss 0.385
Epoch 942 iteration 0060/0093: training loss 0.382
Epoch 942 iteration 0080/0093: training loss 0.381
Epoch 942 validation pixAcc: 0.948, mIoU: 0.625
Epoch 943 iteration 0020/0093: training loss 0.372
Epoch 943 iteration 0040/0093: training loss 0.372
Epoch 943 iteration 0060/0093: training loss 0.368
Epoch 943 iteration 0080/0093: training loss 0.370
Epoch 943 validation pixAcc: 0.949, mIoU: 0.630
Epoch 944 iteration 0020/0093: training loss 0.389
Epoch 944 iteration 0040/0093: training loss 0.387
Epoch 944 iteration 0060/0093: training loss 0.384
Epoch 944 iteration 0080/0093: training loss 0.380
Epoch 944 validation pixAcc: 0.948, mIoU: 0.628
Epoch 945 iteration 0020/0093: training loss 0.387
Epoch 945 iteration 0040/0093: training loss 0.373
Epoch 945 iteration 0060/0093: training loss 0.377
Epoch 945 iteration 0080/0093: training loss 0.379
Epoch 945 validation pixAcc: 0.948, mIoU: 0.621
Epoch 946 iteration 0020/0093: training loss 0.376
Epoch 946 iteration 0040/0093: training loss 0.375
Epoch 946 iteration 0060/0093: training loss 0.374
Epoch 946 iteration 0080/0093: training loss 0.375
Epoch 946 validation pixAcc: 0.949, mIoU: 0.631
Epoch 947 iteration 0020/0093: training loss 0.379
Epoch 947 iteration 0040/0093: training loss 0.381
Epoch 947 iteration 0060/0093: training loss 0.378
Epoch 947 iteration 0080/0093: training loss 0.380
Epoch 947 validation pixAcc: 0.949, mIoU: 0.628
Epoch 948 iteration 0020/0093: training loss 0.378
Epoch 948 iteration 0040/0093: training loss 0.376
Epoch 948 iteration 0060/0093: training loss 0.372
Epoch 948 iteration 0080/0093: training loss 0.373
Epoch 948 validation pixAcc: 0.949, mIoU: 0.623
Epoch 949 iteration 0020/0093: training loss 0.379
Epoch 949 iteration 0040/0093: training loss 0.376
Epoch 949 iteration 0060/0093: training loss 0.379
Epoch 949 iteration 0080/0093: training loss 0.378
Epoch 949 validation pixAcc: 0.949, mIoU: 0.633
Epoch 950 iteration 0020/0093: training loss 0.376
Epoch 950 iteration 0040/0093: training loss 0.375
Epoch 950 iteration 0060/0093: training loss 0.374
Epoch 950 iteration 0080/0093: training loss 0.376
Epoch 950 validation pixAcc: 0.949, mIoU: 0.623
Epoch 951 iteration 0020/0093: training loss 0.377
Epoch 951 iteration 0040/0093: training loss 0.373
Epoch 951 iteration 0060/0093: training loss 0.374
Epoch 951 iteration 0080/0093: training loss 0.377
Epoch 951 validation pixAcc: 0.949, mIoU: 0.626
Epoch 952 iteration 0020/0093: training loss 0.384
Epoch 952 iteration 0040/0093: training loss 0.377
Epoch 952 iteration 0060/0093: training loss 0.373
Epoch 952 iteration 0080/0093: training loss 0.375
Epoch 952 validation pixAcc: 0.949, mIoU: 0.632
Epoch 953 iteration 0020/0093: training loss 0.373
Epoch 953 iteration 0040/0093: training loss 0.370
Epoch 953 iteration 0060/0093: training loss 0.369
Epoch 953 iteration 0080/0093: training loss 0.369
Epoch 953 validation pixAcc: 0.948, mIoU: 0.624
Epoch 954 iteration 0020/0093: training loss 0.385
Epoch 954 iteration 0040/0093: training loss 0.383
Epoch 954 iteration 0060/0093: training loss 0.378
Epoch 954 iteration 0080/0093: training loss 0.377
Epoch 954 validation pixAcc: 0.949, mIoU: 0.627
Epoch 955 iteration 0020/0093: training loss 0.375
Epoch 955 iteration 0040/0093: training loss 0.373
Epoch 955 iteration 0060/0093: training loss 0.374
Epoch 955 iteration 0080/0093: training loss 0.375
Epoch 955 validation pixAcc: 0.949, mIoU: 0.624
Epoch 956 iteration 0020/0093: training loss 0.367
Epoch 956 iteration 0040/0093: training loss 0.370
Epoch 956 iteration 0060/0093: training loss 0.370
Epoch 956 iteration 0080/0093: training loss 0.370
Epoch 956 validation pixAcc: 0.949, mIoU: 0.634
Epoch 957 iteration 0020/0093: training loss 0.372
Epoch 957 iteration 0040/0093: training loss 0.375
Epoch 957 iteration 0060/0093: training loss 0.379
Epoch 957 iteration 0080/0093: training loss 0.378
Epoch 957 validation pixAcc: 0.949, mIoU: 0.632
Epoch 958 iteration 0020/0093: training loss 0.379
Epoch 958 iteration 0040/0093: training loss 0.368
Epoch 958 iteration 0060/0093: training loss 0.371
Epoch 958 iteration 0080/0093: training loss 0.374
Epoch 958 validation pixAcc: 0.949, mIoU: 0.631
Epoch 959 iteration 0020/0092: training loss 0.373
Epoch 959 iteration 0040/0092: training loss 0.373
Epoch 959 iteration 0060/0092: training loss 0.375
Epoch 959 iteration 0080/0092: training loss 0.378
Epoch 959 validation pixAcc: 0.949, mIoU: 0.625
Epoch 960 iteration 0020/0093: training loss 0.374
Epoch 960 iteration 0040/0093: training loss 0.375
Epoch 960 iteration 0060/0093: training loss 0.377
Epoch 960 iteration 0080/0093: training loss 0.379
Epoch 960 validation pixAcc: 0.948, mIoU: 0.629
Epoch 961 iteration 0020/0093: training loss 0.394
Epoch 961 iteration 0040/0093: training loss 0.388
Epoch 961 iteration 0060/0093: training loss 0.385
Epoch 961 iteration 0080/0093: training loss 0.386
Epoch 961 validation pixAcc: 0.949, mIoU: 0.630
Epoch 962 iteration 0020/0093: training loss 0.380
Epoch 962 iteration 0040/0093: training loss 0.386
Epoch 962 iteration 0060/0093: training loss 0.380
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Epoch 962 validation pixAcc: 0.949, mIoU: 0.629
Epoch 963 iteration 0020/0093: training loss 0.363
Epoch 963 iteration 0040/0093: training loss 0.381
Epoch 963 iteration 0060/0093: training loss 0.376
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Epoch 963 validation pixAcc: 0.949, mIoU: 0.628
Epoch 964 iteration 0020/0093: training loss 0.362
Epoch 964 iteration 0040/0093: training loss 0.372
Epoch 964 iteration 0060/0093: training loss 0.376
Epoch 964 iteration 0080/0093: training loss 0.375
Epoch 964 validation pixAcc: 0.949, mIoU: 0.629
Epoch 965 iteration 0020/0093: training loss 0.387
Epoch 965 iteration 0040/0093: training loss 0.383
Epoch 965 iteration 0060/0093: training loss 0.382
Epoch 965 iteration 0080/0093: training loss 0.378
Epoch 965 validation pixAcc: 0.949, mIoU: 0.629
Epoch 966 iteration 0020/0093: training loss 0.358
Epoch 966 iteration 0040/0093: training loss 0.365
Epoch 966 iteration 0060/0093: training loss 0.370
Epoch 966 iteration 0080/0093: training loss 0.375
Epoch 966 validation pixAcc: 0.949, mIoU: 0.627
Epoch 967 iteration 0020/0093: training loss 0.377
Epoch 967 iteration 0040/0093: training loss 0.376
Epoch 967 iteration 0060/0093: training loss 0.367
Epoch 967 iteration 0080/0093: training loss 0.372
Epoch 967 validation pixAcc: 0.949, mIoU: 0.633
Epoch 968 iteration 0020/0093: training loss 0.372
Epoch 968 iteration 0040/0093: training loss 0.373
Epoch 968 iteration 0060/0093: training loss 0.369
Epoch 968 iteration 0080/0093: training loss 0.376
Epoch 968 validation pixAcc: 0.948, mIoU: 0.622
Epoch 969 iteration 0020/0093: training loss 0.374
Epoch 969 iteration 0040/0093: training loss 0.375
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Epoch 969 iteration 0080/0093: training loss 0.375
Epoch 969 validation pixAcc: 0.949, mIoU: 0.627
Epoch 970 iteration 0020/0093: training loss 0.385
Epoch 970 iteration 0040/0093: training loss 0.378
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Epoch 970 validation pixAcc: 0.948, mIoU: 0.625
Epoch 971 iteration 0020/0093: training loss 0.371
Epoch 971 iteration 0040/0093: training loss 0.371
Epoch 971 iteration 0060/0093: training loss 0.374
Epoch 971 iteration 0080/0093: training loss 0.373
Epoch 971 validation pixAcc: 0.949, mIoU: 0.628
Epoch 972 iteration 0020/0093: training loss 0.368
Epoch 972 iteration 0040/0093: training loss 0.367
Epoch 972 iteration 0060/0093: training loss 0.374
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Epoch 972 validation pixAcc: 0.949, mIoU: 0.634
Epoch 973 iteration 0020/0093: training loss 0.378
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Epoch 973 iteration 0060/0093: training loss 0.372
Epoch 973 iteration 0080/0093: training loss 0.375
Epoch 973 validation pixAcc: 0.949, mIoU: 0.628
Epoch 974 iteration 0020/0093: training loss 0.370
Epoch 974 iteration 0040/0093: training loss 0.366
Epoch 974 iteration 0060/0093: training loss 0.371
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Epoch 974 validation pixAcc: 0.949, mIoU: 0.631
Epoch 975 iteration 0020/0093: training loss 0.373
Epoch 975 iteration 0040/0093: training loss 0.376
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Epoch 975 validation pixAcc: 0.949, mIoU: 0.630
Epoch 976 iteration 0020/0093: training loss 0.361
Epoch 976 iteration 0040/0093: training loss 0.371
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Epoch 976 validation pixAcc: 0.949, mIoU: 0.631
Epoch 977 iteration 0020/0093: training loss 0.385
Epoch 977 iteration 0040/0093: training loss 0.377
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Epoch 977 iteration 0080/0093: training loss 0.375
Epoch 977 validation pixAcc: 0.949, mIoU: 0.632
Epoch 978 iteration 0020/0093: training loss 0.373
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Epoch 978 validation pixAcc: 0.949, mIoU: 0.630
Epoch 979 iteration 0020/0093: training loss 0.359
Epoch 979 iteration 0040/0093: training loss 0.368
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Epoch 979 validation pixAcc: 0.950, mIoU: 0.634
Epoch 980 iteration 0020/0093: training loss 0.372
Epoch 980 iteration 0040/0093: training loss 0.378
Epoch 980 iteration 0060/0093: training loss 0.375
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Epoch 980 validation pixAcc: 0.949, mIoU: 0.631
Epoch 981 iteration 0020/0093: training loss 0.364
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Epoch 981 iteration 0080/0093: training loss 0.371
Epoch 981 validation pixAcc: 0.949, mIoU: 0.631
Epoch 982 iteration 0020/0093: training loss 0.382
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Epoch 982 validation pixAcc: 0.949, mIoU: 0.632
Epoch 983 iteration 0020/0093: training loss 0.364
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Epoch 983 validation pixAcc: 0.949, mIoU: 0.632
Epoch 984 iteration 0020/0093: training loss 0.371
Epoch 984 iteration 0040/0093: training loss 0.375
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Epoch 984 validation pixAcc: 0.949, mIoU: 0.627
Epoch 985 iteration 0020/0093: training loss 0.383
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Epoch 985 validation pixAcc: 0.949, mIoU: 0.629
Epoch 986 iteration 0020/0093: training loss 0.384
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Epoch 986 validation pixAcc: 0.949, mIoU: 0.626
Epoch 987 iteration 0020/0093: training loss 0.378
Epoch 987 iteration 0040/0093: training loss 0.373
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Epoch 987 validation pixAcc: 0.949, mIoU: 0.634
Epoch 988 iteration 0020/0093: training loss 0.367
Epoch 988 iteration 0040/0093: training loss 0.370
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Epoch 988 validation pixAcc: 0.949, mIoU: 0.633
Epoch 989 iteration 0020/0093: training loss 0.372
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Epoch 989 validation pixAcc: 0.949, mIoU: 0.632
Epoch 990 iteration 0020/0093: training loss 0.361
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Epoch 990 iteration 0080/0093: training loss 0.375
Epoch 990 validation pixAcc: 0.949, mIoU: 0.631
Epoch 991 iteration 0020/0092: training loss 0.381
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Epoch 991 validation pixAcc: 0.950, mIoU: 0.632
Epoch 992 iteration 0020/0093: training loss 0.374
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Epoch 992 validation pixAcc: 0.949, mIoU: 0.631
Epoch 993 iteration 0020/0093: training loss 0.372
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Epoch 993 validation pixAcc: 0.949, mIoU: 0.631
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Epoch 994 validation pixAcc: 0.949, mIoU: 0.631
Epoch 995 iteration 0020/0093: training loss 0.374
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Epoch 995 validation pixAcc: 0.950, mIoU: 0.632
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Epoch 996 validation pixAcc: 0.949, mIoU: 0.631
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Epoch 997 validation pixAcc: 0.949, mIoU: 0.630
Epoch 998 iteration 0020/0093: training loss 0.382
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Epoch 998 validation pixAcc: 0.949, mIoU: 0.630
Epoch 999 iteration 0020/0093: training loss 0.363
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Epoch 999 validation pixAcc: 0.949, mIoU: 0.630