Refine DRF preprocessing and body-prior pipeline

configs/drf/drf_scoliosis1k.yaml

@@ -1,6 +1,6 @@
 data_cfg:
   dataset_name: Scoliosis1K
-  dataset_root: /mnt/public/data/Scoliosis1K/Scoliosis1K-drf-pkl-118
+  dataset_root: /mnt/public/data/Scoliosis1K/Scoliosis1K-drf-pkl-118-paper
   dataset_partition: ./datasets/Scoliosis1K/Scoliosis1K_118.json
   num_workers: 1
   remove_no_gallery: false
@@ -10,7 +10,7 @@ evaluator_cfg:
   enable_float16: true
   restore_ckpt_strict: true
   restore_hint: 20000
-  save_name: DRF
+  save_name: DRF_paper
   eval_func: evaluate_scoliosis
   sampler:
     batch_shuffle: false
@@ -19,7 +19,7 @@ evaluator_cfg:
     frames_all_limit: 720
   metric: euc
   transform:
-    - type: BaseSilCuttingTransform
+    - type: BaseSilTransform
     - type: NoOperation
 
 loss_cfg:
@@ -90,7 +90,7 @@ trainer_cfg:
   restore_ckpt_strict: true
   restore_hint: 0
   save_iter: 20000
-  save_name: DRF
+  save_name: DRF_paper
   sync_BN: true
   total_iter: 20000
   sampler:
@@ -102,5 +102,5 @@ trainer_cfg:
     sample_type: fixed_unordered
     type: TripletSampler
   transform:
-    - type: BaseSilCuttingTransform
+    - type: BaseSilTransform
     - type: NoOperation

configs/drf/drf_scoliosis1k_eval_1gpu.yaml

@@ -0,0 +1,106 @@
+data_cfg:
+  dataset_name: Scoliosis1K
+  dataset_root: /mnt/public/data/Scoliosis1K/Scoliosis1K-drf-pkl-118-paper
+  dataset_partition: ./datasets/Scoliosis1K/Scoliosis1K_118.json
+  num_workers: 1
+  remove_no_gallery: false
+  test_dataset_name: Scoliosis1K
+
+evaluator_cfg:
+  enable_float16: true
+  restore_ckpt_strict: true
+  restore_hint: 20000
+  save_name: DRF_paper
+  eval_func: evaluate_scoliosis
+  sampler:
+    batch_shuffle: false
+    batch_size: 1
+    sample_type: all_ordered
+    frames_all_limit: 720
+  metric: euc
+  transform:
+    - type: BaseSilTransform
+    - type: NoOperation
+
+loss_cfg:
+  - loss_term_weight: 1.0
+    margin: 0.2
+    type: TripletLoss
+    log_prefix: triplet
+  - loss_term_weight: 1.0
+    scale: 16
+    type: CrossEntropyLoss
+    log_prefix: softmax
+    log_accuracy: true
+
+model_cfg:
+  model: DRF
+  num_pairs: 8
+  num_metrics: 3
+  backbone_cfg:
+    type: ResNet9
+    block: BasicBlock
+    in_channel: 2
+    channels:
+      - 64
+      - 128
+      - 256
+      - 512
+    layers:
+      - 1
+      - 1
+      - 1
+      - 1
+    strides:
+      - 1
+      - 2
+      - 2
+      - 1
+    maxpool: false
+  SeparateFCs:
+    in_channels: 512
+    out_channels: 256
+    parts_num: 16
+  SeparateBNNecks:
+    class_num: 3
+    in_channels: 256
+    parts_num: 16
+  bin_num:
+    - 16
+
+optimizer_cfg:
+  lr: 0.1
+  momentum: 0.9
+  solver: SGD
+  weight_decay: 0.0005
+
+scheduler_cfg:
+  gamma: 0.1
+  milestones:
+    - 10000
+    - 14000
+    - 18000
+  scheduler: MultiStepLR
+
+trainer_cfg:
+  enable_float16: true
+  fix_BN: false
+  with_test: false
+  log_iter: 100
+  restore_ckpt_strict: true
+  restore_hint: 0
+  save_iter: 20000
+  save_name: DRF_paper
+  sync_BN: true
+  total_iter: 20000
+  sampler:
+    batch_shuffle: true
+    batch_size:
+      - 8
+      - 8
+    frames_num_fixed: 30
+    sample_type: fixed_unordered
+    type: TripletSampler
+  transform:
+    - type: BaseSilTransform
+    - type: NoOperation

configs/drf/drf_scoliosis1k_smoke.yaml

@@ -1,6 +1,6 @@
 data_cfg:
   dataset_name: Scoliosis1K
-  dataset_root: /mnt/public/data/Scoliosis1K/Scoliosis1K-drf-pkl-118
+  dataset_root: /mnt/public/data/Scoliosis1K/Scoliosis1K-drf-pkl-118-paper
   dataset_partition: ./datasets/Scoliosis1K/Scoliosis1K_118.json
   num_workers: 1
   remove_no_gallery: false
@@ -14,7 +14,7 @@ evaluator_cfg:
   enable_float16: true
   restore_ckpt_strict: true
   restore_hint: 0
-  save_name: DRF_smoke
+  save_name: DRF_paper_smoke
   eval_func: evaluate_scoliosis
   sampler:
     batch_shuffle: false
@@ -23,7 +23,7 @@ evaluator_cfg:
     frames_all_limit: 720
   metric: euc
   transform:
-    - type: BaseSilCuttingTransform
+    - type: BaseSilTransform
     - type: NoOperation
 
 loss_cfg:
@@ -97,7 +97,7 @@ trainer_cfg:
   scheduler_reset: false
   restore_hint: 0
   save_iter: 1
-  save_name: DRF_smoke
+  save_name: DRF_paper_smoke
   sync_BN: true
   total_iter: 1
   sampler:
@@ -109,5 +109,5 @@ trainer_cfg:
     sample_type: fixed_unordered
     type: TripletSampler
   transform:
-    - type: BaseSilCuttingTransform
+    - type: BaseSilTransform
     - type: NoOperation

configs/drf/pretreatment_heatmap_drf.yaml

@@ -0,0 +1,26 @@
+coco18tococo17_args:
+  transfer_to_coco17: False
+
+padkeypoints_args:
+  pad_method: knn
+  use_conf: True
+
+norm_args:
+  pose_format: coco
+  use_conf: ${padkeypoints_args.use_conf}
+  heatmap_image_height: 128
+  target_body_height: ${norm_args.heatmap_image_height}
+
+heatmap_generator_args:
+  sigma: 8.0
+  use_score: ${padkeypoints_args.use_conf}
+  img_h: ${norm_args.heatmap_image_height}
+  img_w: ${norm_args.heatmap_image_height}
+  with_limb: null
+  with_kp: null
+
+align_args:
+  align: True
+  final_img_size: 64
+  offset: 0
+  heatmap_image_size: ${norm_args.heatmap_image_height}