Delete RDA_psp_resnet101_full_unadjusted.yaml
Browse files
RDA_psp_resnet101_full_unadjusted.yaml
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name: "RDA_PSP_ResNet101_CCE_full"
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model: "PSPNetResNet"
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task: "RDA"
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masking_strategy_parameters:
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road_width_pixels: 40
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train_location_strategy: "grid"
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train_location_parameters:
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sample_generator_process_pool_size: 6
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adjustment_buffer_distance_px: 326
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train_presentation_strategy: "weighted"
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train_presentation_strategy_parameters:
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length: 4000
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expected_class_balances:
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Not Able To Determine: 1
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Partial Flooding: 1
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Partial Obstruction: 1
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Partial Road Condition: 1
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Particulate Partial: 1
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Particulate Total: 1
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Road Line: 1
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Total Destruction: 1
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Total Flooding: 1
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Total Obstruction: 1
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balance_monitor: "pixel"
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train_dataset_adaptor_parameters:
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tile_x: 1024
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tile_y: 1024
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mask_x: 1024
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mask_y: 1024
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backend: "auto"
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train_annotator_parameters:
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generate_adjusted_samples: False
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validation_location_strategy: "grid"
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validation_location_parameters:
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sample_generator_process_pool_size: 6
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adjustment_buffer_distance_px: 326
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validation_presentation_strategy: "indexed"
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validation_dataset_adaptor_parameters:
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tile_x: 1024
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tile_y: 1024
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mask_x: 1024
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mask_y: 1024
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backend: "auto"
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validation_annotator_parameters:
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generate_adjusted_samples: False
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channel_maps:
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background_class_idx: 0
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default_label: Road Line
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input_dataset_class_2_idx_map:
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Background: 0
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Not Able To Determine: 2
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Partial Flooding: 4
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Partial Obstruction: 3
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Partial Road Condition: 5
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Particulate Partial: 6
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Particulate Total: 10
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Road Line: 1
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Total Destruction: 9
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Total Flooding: 8
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Total Obstruction: 7
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model_class_2_color_map:
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Background:
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alpha: 0
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blue: 0
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green: 0
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red: 0
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Not Able To Determine:
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alpha: 255
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blue: 127
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green: 127
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red: 127
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Partial Flooding:
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alpha: 255
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blue: 255
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green: 255
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red: 0
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Partial Obstruction:
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alpha: 255
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blue: 255
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green: 0
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red: 255
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Partial Road Condition:
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alpha: 255
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blue: 0
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green: 255
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red: 255
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Particulate Partial:
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alpha: 255
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blue: 0
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green: 102
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red: 255
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Particulate Total:
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alpha: 255
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blue: 51
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green: 75
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red: 255
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Road Line:
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alpha: 255
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blue: 0
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green: 255
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red: 0
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Total Destruction:
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alpha: 255
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blue: 0
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green: 0
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red: 255
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Total Flooding:
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alpha: 255
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blue: 255
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green: 0
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red: 0
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Total Obstruction:
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alpha: 255
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blue: 255
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green: 0
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red: 127
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output_class_2_idx_map:
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Background: 0
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Not Able To Determine: 2
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Partial Flooding: 4
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Partial Obstruction: 3
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Partial Road Condition: 5
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Particulate Partial: 6
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Particulate Total: 10
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Road Line: 1
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Total Destruction: 9
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Total Flooding: 8
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Total Obstruction: 7
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input:
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channels:
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blue: 2
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green: 1
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mask: 3
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red: 0
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normalized_inputs: true
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mask_input: false
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sample_generator_parameters:
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label_tolerance: 0.1
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road_line_buffer_width_pixels: 40
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road_line_segment_length_pixels: 40
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normalized_inputs: true
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validation_parameters:
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batch_size: 1
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validation_monitor: "val_macro_iou"
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validation_monitor_mode: "max"
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validation_checkpoint_save_top_k: 1
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validation_reduce_lr_on_plateau_patience: 3
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validation_reduce_lr_on_plateau_cooldown: 3
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training_parameters:
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gradient_clip_val: 10.0
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alpha: 0.25
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batch_size: 1
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gamma: 2
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grad_accumulation: 8
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l1_reg: 1.0e-06
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l2_reg: 1.0e-05
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log_images_every_n_steps: 1000
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output_class_weights_strategy: "ipw"
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normalize_weights: False
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mask_x: 1024
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mask_y: 1024
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max_epochs: 100
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optimizer_parameters:
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name: "AdamW"
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lr: 0.0005
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weight_decay: 0.00001
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output_class_weights:
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Background: 1.0e-06
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Not Able To Determine: 45
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Partial Flooding: 45
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Partial Obstruction: 45
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Partial Road Condition: 45
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Particulate Partial: 45
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Particulate Total: 35
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Road Line: 1
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Total Destruction: 35
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Total Flooding: 35
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Total Obstruction: 35
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samples_per_epoch: 4000
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tile_x: 1024
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tile_y: 1024
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loss_parameters:
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loss: [["cross entropy", 1.0]]
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gamma: 2
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alpha: 0.25
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bins: 10
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momentum: 0.9
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smooth: 1.0e-06
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model_parameters:
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n_cls: 11
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encoder_parameters:
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depth: 101
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num_stages: 4
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out_indices: [0, 1, 2, 3]
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dilations: [1, 1, 2, 4]
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strides: [1, 2, 1, 1]
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norm_eval: False
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contract_dilation: True
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decoder_parameters:
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in_channels: 2048
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in_index: 3
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channels: 512
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pool_scales: [1, 2, 3, 6]
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dropout_ratio: 0.1
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align_corners: False
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auxiliary_head_parameters:
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in_channels: 1024
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in_index: 2
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channels: 256
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num_convs: 1
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concat_input: False
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dropout_ratio: 0.1
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align_corners: False
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