configs/quick_schedules/cse/densepose_rcnn_R_50_FPN_soft_animals_finetune_instant_test.yaml

_BASE_: "../../cse/Base-DensePose-RCNN-FPN.yaml"
MODEL:
  WEIGHTS: "detectron2://ImageNetPretrained/MSRA/R-50.pkl"
  RESNETS:
    DEPTH: 50
  ROI_HEADS:
    NUM_CLASSES: 9
  ROI_DENSEPOSE_HEAD:
    NAME: "DensePoseV1ConvXHead"
    CSE:
      EMBED_LOSS_NAME: "SoftEmbeddingLoss"
      EMBEDDING_DIST_GAUSS_SIGMA: 0.1
      EMBEDDERS:
        "cat_5001":
          TYPE: vertex_feature
          NUM_VERTICES: 5001
          FEATURE_DIM: 256
          FEATURES_TRAINABLE: False
          IS_TRAINABLE: True
          INIT_FILE: "https://dl.fbaipublicfiles.com/densepose/data/cse/lbo/phi_cat_5001_256.pkl"
        "dog_5002":
          TYPE: vertex_feature
          NUM_VERTICES: 5002
          FEATURE_DIM: 256
          FEATURES_TRAINABLE: False
          IS_TRAINABLE: True
          INIT_FILE: "https://dl.fbaipublicfiles.com/densepose/data/cse/lbo/phi_dog_5002_256.pkl"
        "sheep_5004":
          TYPE: vertex_feature
          NUM_VERTICES: 5004
          FEATURE_DIM: 256
          FEATURES_TRAINABLE: False
          IS_TRAINABLE: True
          INIT_FILE: "https://dl.fbaipublicfiles.com/densepose/data/cse/lbo/phi_sheep_5004_256.pkl"
        "horse_5004":
          TYPE: vertex_feature
          NUM_VERTICES: 5004
          FEATURE_DIM: 256
          FEATURES_TRAINABLE: False
          IS_TRAINABLE: True
          INIT_FILE: "https://dl.fbaipublicfiles.com/densepose/data/cse/lbo/phi_horse_5004_256.pkl"
        "zebra_5002":
          TYPE: vertex_feature
          NUM_VERTICES: 5002
          FEATURE_DIM: 256
          FEATURES_TRAINABLE: False
          IS_TRAINABLE: True
          INIT_FILE: "https://dl.fbaipublicfiles.com/densepose/data/cse/lbo/phi_zebra_5002_256.pkl"
        "giraffe_5002":
          TYPE: vertex_feature
          NUM_VERTICES: 5002
          FEATURE_DIM: 256
          FEATURES_TRAINABLE: False
          IS_TRAINABLE: True
          INIT_FILE: "https://dl.fbaipublicfiles.com/densepose/data/cse/lbo/phi_giraffe_5002_256.pkl"
        "elephant_5002":
          TYPE: vertex_feature
          NUM_VERTICES: 5002
          FEATURE_DIM: 256
          FEATURES_TRAINABLE: False
          IS_TRAINABLE: True
          INIT_FILE: "https://dl.fbaipublicfiles.com/densepose/data/cse/lbo/phi_elephant_5002_256.pkl"
        "cow_5002":
          TYPE: vertex_feature
          NUM_VERTICES: 5002
          FEATURE_DIM: 256
          FEATURES_TRAINABLE: False
          IS_TRAINABLE: True
          INIT_FILE: "https://dl.fbaipublicfiles.com/densepose/data/cse/lbo/phi_cow_5002_256.pkl"
        "bear_4936":
          TYPE: vertex_feature
          NUM_VERTICES: 4936
          FEATURE_DIM: 256
          FEATURES_TRAINABLE: False
          IS_TRAINABLE: True
          INIT_FILE: "https://dl.fbaipublicfiles.com/densepose/data/cse/lbo/phi_bear_4936_256.pkl"
DATASETS:
  TRAIN:
    - "densepose_lvis_v1_train1"
    - "densepose_lvis_v1_train2"
  TEST:
    - "densepose_lvis_v1_val_animals_100"
  WHITELISTED_CATEGORIES:
    "densepose_lvis_v1_train1":
      - 943  # sheep
      - 1202 # zebra
      - 569  # horse
      - 496  # giraffe
      - 422  # elephant
      - 80   # cow
      - 76   # bear
      - 225  # cat
      - 378  # dog
    "densepose_lvis_v1_train2":
      - 943  # sheep
      - 1202 # zebra
      - 569  # horse
      - 496  # giraffe
      - 422  # elephant
      - 80   # cow
      - 76   # bear
      - 225  # cat
      - 378  # dog
    "densepose_lvis_v1_val_animals_100":
      - 943  # sheep
      - 1202 # zebra
      - 569  # horse
      - 496  # giraffe
      - 422  # elephant
      - 80   # cow
      - 76   # bear
      - 225  # cat
      - 378  # dog
  CLASS_TO_MESH_NAME_MAPPING:
    "0": "bear_4936"
    "1": "cow_5002"
    "2": "cat_5001"
    "3": "dog_5002"
    "4": "elephant_5002"
    "5": "giraffe_5002"
    "6": "horse_5004"
    "7": "sheep_5004"
    "8": "zebra_5002"
SOLVER:
  MAX_ITER: 40
  STEPS: (30,)