Rename RDA_deeplabv3plus_simple_unadjusted.yaml to RDA_ResNet101_DeepLabv3plus_simple_unadjusted.yaml

RDA_deeplabv3plus_simple_unadjusted.yaml → RDA_ResNet101_DeepLabv3plus_simple_unadjusted.yaml

@@ -1,164 +1,164 @@
-name: "RDA_Deeplabv3plus_ResNet101_Focal_simple"
-model: "DeepLabV3PlusResNet"
-task: "RDA"
-masking_strategy_parameters:
-    road_width_pixels: 40
-train_location_strategy: "grid"
-train_location_parameters:
-  sample_generator_process_pool_size: 6
-  adjustment_buffer_distance_px: 326
-train_presentation_strategy: "weighted"
-train_presentation_strategy_parameters:
-  length: 4000
-  expected_class_balances:
-    Not Able To Determine: 1
-    Partial Flooding: 1
-    Partial Obstruction: 1
-    Partial Road Condition: 1
-    Particulate Partial: 1
-    Particulate Total: 1
-    Road Line: 1
-    Total Destruction: 1
-    Total Flooding: 1
-    Total Obstruction: 1
-  balance_monitor: "pixel"
-train_dataset_adaptor_parameters:
-  tile_x: 1024
-  tile_y: 1024
-  mask_x: 1024
-  mask_y: 1024
-  backend: "auto"
-train_annotator_parameters:
-  generate_adjusted_samples: False
-validation_location_strategy: "grid"
-validation_location_parameters:
-  sample_generator_process_pool_size: 6
-  adjustment_buffer_distance_px: 326
-validation_presentation_strategy: "indexed"
-validation_dataset_adaptor_parameters:
-  tile_x: 1024
-  tile_y: 1024
-  mask_x: 1024
-  mask_y: 1024
-  backend: "auto"
-validation_annotator_parameters:
-  generate_adjusted_samples: False
-channel_maps:
-  background_class_idx: 0
-  default_label: Road Line
-  input_dataset_class_2_idx_map:
-    Background: 0
-    Not Able To Determine: 3
-    Partial Flooding: 2
-    Partial Obstruction: 2
-    Partial Road Condition: 2
-    Particulate Partial: 2
-    Particulate Total: 3
-    Road Line: 1
-    Total Destruction: 3
-    Total Flooding: 3
-    Total Obstruction: 3
-  model_class_2_color_map:
-    Background:
-      alpha: 0
-      blue: 0
-      green: 0
-      red: 0
-    Partial:
-      alpha: 255
-      blue: 0
-      green: 255
-      red: 255
-    Road Line:
-      alpha: 255
-      blue: 0
-      green: 255
-      red: 0
-    Total:
-      alpha: 255
-      blue: 0
-      green: 0
-      red: 255
-  output_class_2_idx_map:
-    Background: 0
-    Partial: 2
-    Road Line: 1
-    Total: 3
-input:
-  road_line_buffer_width_pixels: 40
-  road_line_segment_length_pixels: 40
-  channels:
-    blue: 2
-    green: 1
-    mask: 3
-    red: 0
-  normalized_inputs: true
-  mask_input: false
-  sample_generator_parameters:
-    label_tolerance: 0
-  normalized_inputs: true
-  validation_parameters:
-    batch_size: 1
-    validation_monitor: "val_macro_iou"
-    validation_monitor_mode: "max"
-    validation_checkpoint_save_top_k: 3
-    validation_reduce_lr_on_plateau_patience: 3
-    validation_reduce_lr_on_plateau_cooldown: 3
-  training_parameters:
-    gradient_clip_val: 10.0
-    batch_size: 1
-    grad_accumulation: 32
-    l1_reg: 1.0e-06
-    l2_reg: 1.0e-05
-    log_images_every_n_steps: 100
-    mask_x: 1024
-    mask_y: 1024
-    max_epochs: 100
-    optimizer_parameters:
-      name: "AdamW"
-      lr: 0.0005
-      weight_decay: 0.00001
-    output_class_weights_strategy: "ipw"
-    normalize_weights: True #Added
-    output_class_weights:
-      Background: 1.0e-06
-      Partial: 45
-      Road Line: 1
-      Total: 35
-    samples_per_epoch: 4000
-    tile_x: 1024
-    tile_y: 1024
-    loss_parameters:
-      loss: [["focal", 1.0]]
-      gamma: 3
-      alpha: 0.25
-      bins: 10
-      momentum: 0.9
-      smooth: 1.0e-06
-  model_parameters:
-    n_cls: 4
-    encoder_parameters:
-      depth: 101
-      num_stages: 4
-      out_indices: [0, 1, 2, 3]
-      dilations: [1, 1, 2, 4]
-      strides: [1, 2, 1, 1]
-      norm_eval: False
-      contract_dilation: True
-    decoder_parameters:
-      in_channels: 2048
-      in_index: 3
-      channels: 512
-      dilations: [1, 12, 24, 36]
-      c1_in_channels: 256
-      c1_channels: 48
-      dropout_ratio: 0.1
-      align_corners: False
-    auxiliary_head_parameters:
-      in_channels: 1024
-      in_index: 2
-      channels: 256
-      num_convs: 1
-      concat_input: False
-      dropout_ratio: 0.1
+name: "RDA_ResNet101_DeepLabv3plus_simple_unadjusted"
+model: "DeepLabV3PlusResNet"
+task: "RDA"
+masking_strategy_parameters:
+    road_width_pixels: 40
+train_location_strategy: "grid"
+train_location_parameters:
+  sample_generator_process_pool_size: 6
+  adjustment_buffer_distance_px: 326
+train_presentation_strategy: "weighted"
+train_presentation_strategy_parameters:
+  length: 4000
+  expected_class_balances:
+    Not Able To Determine: 1
+    Partial Flooding: 1
+    Partial Obstruction: 1
+    Partial Road Condition: 1
+    Particulate Partial: 1
+    Particulate Total: 1
+    Road Line: 1
+    Total Destruction: 1
+    Total Flooding: 1
+    Total Obstruction: 1
+  balance_monitor: "pixel"
+train_dataset_adaptor_parameters:
+  tile_x: 1024
+  tile_y: 1024
+  mask_x: 1024
+  mask_y: 1024
+  backend: "auto"
+train_annotator_parameters:
+  generate_adjusted_samples: False
+validation_location_strategy: "grid"
+validation_location_parameters:
+  sample_generator_process_pool_size: 6
+  adjustment_buffer_distance_px: 326
+validation_presentation_strategy: "indexed"
+validation_dataset_adaptor_parameters:
+  tile_x: 1024
+  tile_y: 1024
+  mask_x: 1024
+  mask_y: 1024
+  backend: "auto"
+validation_annotator_parameters:
+  generate_adjusted_samples: False
+channel_maps:
+  background_class_idx: 0
+  default_label: Road Line
+  input_dataset_class_2_idx_map:
+    Background: 0
+    Not Able To Determine: 3
+    Partial Flooding: 2
+    Partial Obstruction: 2
+    Partial Road Condition: 2
+    Particulate Partial: 2
+    Particulate Total: 3
+    Road Line: 1
+    Total Destruction: 3
+    Total Flooding: 3
+    Total Obstruction: 3
+  model_class_2_color_map:
+    Background:
+      alpha: 0
+      blue: 0
+      green: 0
+      red: 0
+    Partial:
+      alpha: 255
+      blue: 0
+      green: 255
+      red: 255
+    Road Line:
+      alpha: 255
+      blue: 0
+      green: 255
+      red: 0
+    Total:
+      alpha: 255
+      blue: 0
+      green: 0
+      red: 255
+  output_class_2_idx_map:
+    Background: 0
+    Partial: 2
+    Road Line: 1
+    Total: 3
+input:
+  road_line_buffer_width_pixels: 40
+  road_line_segment_length_pixels: 40
+  channels:
+    blue: 2
+    green: 1
+    mask: 3
+    red: 0
+  normalized_inputs: true
+  mask_input: false
+  sample_generator_parameters:
+    label_tolerance: 0
+  normalized_inputs: true
+  validation_parameters:
+    batch_size: 1
+    validation_monitor: "val_macro_iou"
+    validation_monitor_mode: "max"
+    validation_checkpoint_save_top_k: 3
+    validation_reduce_lr_on_plateau_patience: 3
+    validation_reduce_lr_on_plateau_cooldown: 3
+  training_parameters:
+    gradient_clip_val: 10.0
+    batch_size: 1
+    grad_accumulation: 32
+    l1_reg: 1.0e-06
+    l2_reg: 1.0e-05
+    log_images_every_n_steps: 100
+    mask_x: 1024
+    mask_y: 1024
+    max_epochs: 100
+    optimizer_parameters:
+      name: "AdamW"
+      lr: 0.0005
+      weight_decay: 0.00001
+    output_class_weights_strategy: "ipw"
+    normalize_weights: True #Added
+    output_class_weights:
+      Background: 1.0e-06
+      Partial: 45
+      Road Line: 1
+      Total: 35
+    samples_per_epoch: 4000
+    tile_x: 1024
+    tile_y: 1024
+    loss_parameters:
+      loss: [["focal", 1.0]]
+      gamma: 3
+      alpha: 0.25
+      bins: 10
+      momentum: 0.9
+      smooth: 1.0e-06
+  model_parameters:
+    n_cls: 4
+    encoder_parameters:
+      depth: 101
+      num_stages: 4
+      out_indices: [0, 1, 2, 3]
+      dilations: [1, 1, 2, 4]
+      strides: [1, 2, 1, 1]
+      norm_eval: False
+      contract_dilation: True
+    decoder_parameters:
+      in_channels: 2048
+      in_index: 3
+      channels: 512
+      dilations: [1, 12, 24, 36]
+      c1_in_channels: 256
+      c1_channels: 48
+      dropout_ratio: 0.1
+      align_corners: False
+    auxiliary_head_parameters:
+      in_channels: 1024
+      in_index: 2
+      channels: 256
+      num_convs: 1
+      concat_input: False
+      dropout_ratio: 0.1
       align_corners: False