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RingMo-SAM
File size: 5,264 Bytes
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train_dataset:
  dataset:
    name: paired-image-folders
    args:
#      root_path_1: ./SAM_DATA_UNIFY/Overall_Update/split_image
#      root_path_1: ./SAM_DATA_UNIFY2/OVERALL/split_image
      root_path_1: ./TwoDecoder_data/Decoder1_delete_all_bg/image
#      root_path_2: ./SAM_DATA_UNIFY/Overall_Update/split_gt
#      root_path_2: ./SAM_DATA_UNIFY2/OVERALL/split_gt
      root_path_2: ./TwoDecoder_data/Decoder1_delete_all_bg/gt
      cache: none
      split_key: train
  wrapper:
    name: train
    args:
      inp_size: 1024
      augment: false
  batch_size: 2
#  batch_size: 4

val_dataset:
  dataset:
    name: paired-image-folders
    args:
       #root_path_1: ./TwoDecoder_data/Decoder1_delete_all_bg/image
#      root_path_1: [{'ISAID': './SAM_DATA_UNIFY2/ISAID/split_image', 'WHU': './SAM_DATA_UNIFY2/WHU-OPT/split_images'}]
#      root_path_1: [{'Decoder1': "/workspace/SAM_DATA_UNIFY3/Decoder1/split_image/", 'Decoder2': "/workspace/SAM_DATA_UNIFY3/Decoder2/split_image/"}]
#      root_path_1: [{'Decoder1': "./SAM_DATA_UNIFY4/Decoder1/image", 'Decoder2': "/workspace/SAM_DATA_UNIFY4/Decoder2/image/"}]
#      root_path_2: ./TwoDecoder_data/Decoder1_delete_all_bg/gt
#      root_path_2: [{'ISAID': './SAM_DATA_UNIFY2/ISAID/split_gt', 'WHU': './SAM_DATA_UNIFY2/WHU-OPT/split_gt'}]
#      root_path_2: [{'Decoder1': "/workspace/SAM_DATA_UNIFY3/Decoder1/split_gt/", 'Decoder2': "/workspace/SAM_DATA_UNIFY3/Decoder2/split_gt/"}]
#      root_path_2: [{'Decoder1': "/workspace/SAM_DATA_UNIFY4/Decoder1/gt/", 'Decoder2': "/workspace/SAM_DATA_UNIFY4/Decoder2/gt/"}]
      cache: none
      split_key: test
  wrapper:
    name: val
    args:
      inp_size: 1024
#  batch_size: 2
  batch_size: 1

test_dataset:
  dataset:
    name: paired-image-folders
    args:
#      root_path_1: ./SingleHead_Data/Decoder/image
#      root_path_1: ./SingleHead_Data/ISAID/split_image
#      root_path_1: ./SingleHead_Data/GAOFEN/split_image
#      root_path_1: ./SingleHead_Data/Potsdam/split_image
#      root_path_1: ./SingleHead_Data/Vaihingen/split_image
#      root_path_1: ./SingleHead_Data/SAR2020/split_image
#      root_path_1: ./SingleHead_Data/WHU-OPT-SAR/split_image_opt
#      root_path_1: ./TwoDecoder_data/Decoder1_delete_all_bg/image
#      root_path_1: ./TwoDecoder_data/Vaihingen/image2
#      root_path_1: ./TwoDecoder_data/Vaihingen/image1
#      root_path_1: ./TwoDecoder_data/Potsdam/split_image1
#      root_path_1: ./TwoDecoder_data/GAOFEN/split_image1
#      root_path_1: ./TwoDecoder_data/GUOLV/ISAID/image
#      root_path_1: ./ISAID/train/trainprompt/images
#      root_path_1: ./yijisar_prompt/image
#      root_path_1: ./ISAID/eval/eval_prompt_new/images
      root_path_1:  ./save/SAR_prompt/image
#      root_path_1: ./TwoDecoder_data/Prompt_GUOLV_Data/prompt_all/image
#      root_path_2: ./SingleHead_Data/Decoder/gt
#      root_path_2: ./SingleHead_Data/ISAID/split_gt
#      root_path_2: ./SingleHead_Data/GAOFEN/split_gt
#      root_path_2: ./SingleHead_Data/Potsdam/split_gt
#      root_path_2: ./SingleHead_Data/Vaihingen/split_gt
#      root_path_2: ./SingleHead_Data/SAR2020/split_gt
#      root_path_2: ./SingleHead_Data/SAR2020/split_gt
#      root_path_2: ./SingleHead_Data/WHU-OPT-SAR/split_gt_opt
#      root_path_2: ./TwoDecoder_data/Decoder1_delete_all_bg/gt
#      root_path_2: ./TwoDecoder_data/Vaihingen/gt2
#      root_path_2: ./TwoDecoder_data/Vaihingen/gt1
#      root_path_2: ./TwoDecoder_data/Potsdam/split_gt1
#      root_path_2: ./TwoDecoder_data/GAOFEN/split_gt1
#      root_path_2: ./TwoDecoder_data/GUOLV/ISAID/gt
#      root_path_2: ./ISAID/train/trainprompt/gt
#      root_path_2: ./yijisar_prompt/gt
#      root_path_2: ./ISAID/eval/eval_prompt_new/gt
      root_path_2: ./save/SAR_prompt/gt
#      root_path_2: ./TwoDecoder_data/Prompt_GUOLV_Data/prompt_all/gt
      cache: none
      split_key: test
  wrapper:
    name: val
    args:
#      inp_size: 1024
      inp_size: 1024
  batch_size: 1

#eval_type: cod
eval_type: f1
#sam_checkpoint: ./pretrained/sam_vit_l_0b3195.pth
#sam_checkpoint: sam_vit_h_4b8939.pth
sam_checkpoint: ./save/_multi_mo_multi_task_0626/model_epoch_last.pth
#sam_checkpoint: ./save/_fine_tuning_one_decoder/model_epoch_last.pth

data_norm:
  inp:
    sub:
    - 0.5
    div:
    - 0.5
  gt:
    sub:
    - 0.5
    div:
    - 0.5
  gt_rgb:
    sub:
    - 0.5
    div:
    - 0.5
model:
  name: sam
  args:
    inp_size: 1024
#    loss: iou
    loss: cr
    encoder_mode:
      name: sam
      img_size: 1024
      mlp_ratio: 4
      patch_size: 16
      qkv_bias: true
      use_rel_pos: true
      window_size: 14
      out_chans: 256
      scale_factor: 32
      input_type: fft
      freq_nums: 0.25
      prompt_type: highpass
      prompt_embed_dim: 256
      tuning_stage: 1234
      handcrafted_tune: true
      embedding_tune: true
      adaptor: adaptor
      embed_dim: 1280
      depth: 32
      num_heads: 16
      global_attn_indexes:
      - 7
      - 15
      - 23
      - 31
optimizer:
  name: adamw
  args:
#    lr: 0.0002
#    lr: 0.00002  #二卡
    lr: 0.00004  #四卡
#    lr: 0.00008
#    lr: 0.00016
lr_min: 1.0e-8
#epoch_max: 20
epoch_max: 150

multi_step_lr:
  milestones:
  - 1
  gamma: 0.1
epoch_val: 150
epoch_save: 1

#resume: 60
#start_epoch: 60