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# @package _global_ | |
defaults: | |
- default.yaml | |
GENERAL: | |
TOTAL_STEPS: 1_000_000 | |
LOG_STEPS: 1000 | |
VAL_STEPS: 1000 | |
CHECKPOINT_STEPS: 1000 | |
CHECKPOINT_SAVE_TOP_K: 1 | |
NUM_WORKERS: 25 | |
PREFETCH_FACTOR: 2 | |
TRAIN: | |
LR: 1e-5 | |
WEIGHT_DECAY: 1e-4 | |
BATCH_SIZE: 8 | |
LOSS_REDUCTION: mean | |
NUM_TRAIN_SAMPLES: 2 | |
NUM_TEST_SAMPLES: 64 | |
POSE_2D_NOISE_RATIO: 0.01 | |
SMPL_PARAM_NOISE_RATIO: 0.005 | |
MODEL: | |
IMAGE_SIZE: 256 | |
IMAGE_MEAN: [0.485, 0.456, 0.406] | |
IMAGE_STD: [0.229, 0.224, 0.225] | |
BACKBONE: | |
TYPE: vit | |
PRETRAINED_WEIGHTS: hamer_training_data/vitpose_backbone.pth | |
MANO_HEAD: | |
TYPE: transformer_decoder | |
IN_CHANNELS: 2048 | |
TRANSFORMER_DECODER: | |
depth: 6 | |
heads: 8 | |
mlp_dim: 1024 | |
dim_head: 64 | |
dropout: 0.0 | |
emb_dropout: 0.0 | |
norm: layer | |
context_dim: 1280 # from vitpose-H | |
LOSS_WEIGHTS: | |
KEYPOINTS_3D: 0.05 | |
KEYPOINTS_2D: 0.01 | |
GLOBAL_ORIENT: 0.001 | |
HAND_POSE: 0.001 | |
BETAS: 0.0005 | |
ADVERSARIAL: 0.0005 | |