256x192_hrnet_smplx_kid.yaml

DATASET:
  DATASET: 'mix_smplx_all'
  SET_LIST:
    - ROOT: './data/AGORA/'
      TEST_SET: 'data/AGORA/annotations/validation_all_SMPLX_withjv_gendered_valid.pt'
      TRAIN_SET: 'data/AGORA/annotations/train_all_SMPLX_withjv_withkid_gendered_valid.pt'
    - ROOT: './data/coco/'
      TRAIN_SET: 'train2017'
    - ROOT: './data/3dhp/'
      TRAIN_SET: 'train_v2'
    - ROOT: './data/h36m/'
      TRAIN_SET: 'Sample_trainmin_train_Human36M_smpl_leaf_twist'
    - ROOT: './data/pw3d/'
      TRAIN_SET: '3DPW_train_new'
    - ROOT: './data/FreiHand/'
      TRAIN_SET: 'freihand_train_final_correct_theta_twist_scale_tips'
  PROTOCOL: 2
  FLIP: True
  ROT_FACTOR: 30
  SCALE_FACTOR: 0.3
  NUM_JOINTS_HALF_BODY: 8
  PROB_HALF_BODY: -1
  COLOR_FACTOR: 0.2
  OCCLUSION: False
  FOCAL_LENGTH: 1000.0
  USE_KID: True
MODEL:
  TYPE: 'HRNetSMPLXCamKid'
  HR_PRETRAINED: './pose_hrnet_w48_256x192.pth'
  PRETRAINED: './pretrained_models/hybrikx_hrnet.pth'
  TRY_LOAD: './pretrained_hrnet.pth'
  RESUME: ''
  FOCAL_LENGTH: 1000
  IMAGE_SIZE:
  - 256
  - 256
  HEATMAP_SIZE:
  - 64
  - 64
  NUM_JOINTS: 71
  HRNET_TYPE: 48
  EXTRA:
    SIGMA: 2
    BACKBONE: 'resnet'
    CROP: 'padding'
    AUGMENT: 'none'
    PRESET: 'simple_smpl_3d_cam'
    DEPTH_DIM: 64
    HAND_REL: True
  POST:
    NORM_TYPE: 'softmax'
  BBOX_3D_SHAPE:
    - 2200
    - 2200
    - 2200
LOSS:
  TYPE: 'L1LossDimSMPLXCamKid'
  ELEMENTS:
    BETA_WEIGHT: 1
    BETA_REG_WEIGHT: 0
    PHI_REG_WEIGHT: 0.0001
    LEAF_REG_WEIGHT: 0
    TWIST_WEIGHT: 1
    THETA_WEIGHT: 0.01
    UVD24_WEIGHT: 1
    XYZ24_WEIGHT: 0
    XYZ_SMPL24_WEIGHT: 0
    XYZ_SMPL17_WEIGHT: 0
    VERTICE_WEIGHT: 0
    USE_LAPLACE: True
    RUBOST_TRAIN: True
TEST:
  HEATMAP2COORD: 'coord'
  TEST_VERTICES: True
TRAIN:
  WORLD_SIZE: 4
  BATCH_SIZE: 56
  BEGIN_EPOCH: 0
  END_EPOCH: 200
  OPTIMIZER: 'adam'
  LR: 0.001
  LR_FACTOR: 0.1
  LR_STEP:
  - 60
  - 80
  DPG_MILESTONE: 140
  DPG_STEP:
  - 160
  - 190