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config/cityscapes.yml

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+batch_size: 4
+iters: 80000
+
+train_dataset:
+  type: Dataset
+  dataset_root: data/cricket
+  train_path: data/cricket/train.txt 
+  num_classes: 9
+  transforms:
+    - type: ResizeStepScaling
+      min_scale_factor: 0.5
+      max_scale_factor: 2.0
+      scale_step_size: 0.25
+    - type: RandomPaddingCrop
+      crop_size: [1024, 512]
+    - type: RandomHorizontalFlip
+    - type: RandomDistort
+      brightness_range: 0.4
+      contrast_range: 0.4
+      saturation_range: 0.4
+    - type: Normalize
+  mode: train
+
+val_dataset:
+  type: Dataset
+  dataset_root: data/cricket
+  val_path: data/cricket/val.txt 
+  num_classes: 9
+  transforms:
+    - type: Normalize
+  mode: val
+
+
+optimizer:
+  type: sgd
+  momentum: 0.9
+  weight_decay: 4.0e-5
+
+lr_scheduler:
+  type: PolynomialDecay
+  learning_rate: 0.0025
+  end_lr: 0
+  power: 0.9
+
+loss:
+  types:
+    - type: CrossEntropyLoss
+  coef: [1]