Commit ·
f738305
1
Parent(s): 927b0d4
update the model
Browse files- README.md +5 -0
- checkpoints/hawor.ckpt +3 -0
- config.yaml +140 -0
- external/detector.pt +3 -0
README.md
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---
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license: mit
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---
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---
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license: mit
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---
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This repository hosts the **[HAWOR](https://github.com/ThunderVVV/HaWoR) model**, prepared for use with a Hugging Face Space live demo.
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The model is provided as a standalone checkpoint and can be directly loaded by the demo application or by external Python code.
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---
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checkpoints/hawor.ckpt
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version https://git-lfs.github.com/spec/v1
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oid sha256:4d1cc43853c190d6f2c10d9b6295c73109f0faf9ef41ac817a2b31d94b4823f2
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size 3267481572
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config.yaml
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task_name: train
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tags:
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- dev
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train: true
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auto_resume: true
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test: false
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ckpt_path: null
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seed: null
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DATASETS:
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SUPPRESS_KP_CONF_THRESH: 0.3
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FILTER_NUM_KP: 4
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FILTER_NUM_KP_THRESH: 0.0
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FILTER_REPROJ_THRESH: 31000
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SUPPRESS_BETAS_THRESH: 3.0
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SUPPRESS_BAD_POSES: false
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POSES_BETAS_SIMULTANEOUS: true
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FILTER_NO_POSES: false
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TRAIN:
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MULTI_SET: true
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HOT3D_TRAIN:
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WEIGHT: 1.0
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ROOT: hot3d_trainset_export
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PKL: train_set_new.pkl
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ARCTIC_TRAIN:
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WEIGHT: 1.0
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ROOT: arctic_trainset_export
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PKL: train_set_new.pkl
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DEXYCB_TRAIN:
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WEIGHT: 1.0
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ROOT: dex_ycb_trainset_export
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PKL: train_set_new.pkl
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HO3D_TRAIN:
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WEIGHT: 1.0
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ROOT: ho3d_trainset_export
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PKL: train_set_new.pkl
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VAL:
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HOT3D_TEST:
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WEIGHT: 1.0
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BETAS_REG: true
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CONFIG:
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SCALE_FACTOR: 0.3
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ROT_FACTOR: 30
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TRANS_FACTOR: 0.02
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COLOR_SCALE: 0.2
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ROT_AUG_RATE: 0.6
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TRANS_AUG_RATE: 0.5
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DO_FLIP: false
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FLIP_AUG_RATE: 0.0
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EXTREME_CROP_AUG_RATE: 0.0
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EXTREME_CROP_AUG_LEVEL: 1
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trainer:
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_target_: pytorch_lightning.Trainer
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default_root_dir:
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accelerator: gpu
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devices: 4
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deterministic: false
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num_sanity_val_steps: 0
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log_every_n_steps: 1000
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val_check_interval: 0
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precision: 16
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max_steps: 250000
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limit_val_batches: 0
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paths:
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root_dir:
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data_dir:
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log_dir: logs/
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output_dir:
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work_dir:
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extras:
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ignore_warnings: false
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enforce_tags: true
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print_config: true
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exp_name:
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MANO:
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DATA_DIR: weights/mano
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MODEL_PATH: weights/mano
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GENDER: neutral
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NUM_HAND_JOINTS: 15
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MEAN_PARAMS: weights/mano/mano_mean_params.npz
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CREATE_BODY_POSE: false
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EXTRA:
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FOCAL_LENGTH: 5000
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NUM_LOG_IMAGES: 4
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NUM_LOG_SAMPLES_PER_IMAGE: 8
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PELVIS_IND: 0
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GENERAL:
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TOTAL_STEPS: 250000
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LOG_STEPS: 1000
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VAL_STEPS: 0
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CHECKPOINT_STEPS: 1000
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CHECKPOINT_SAVE_TOP_K: 1
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NUM_WORKERS: 25
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PREFETCH_FACTOR: 2
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TRAIN:
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LR: 1.0e-05
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WEIGHT_DECAY: 0.0001
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BATCH_SIZE: 8
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LOSS_REDUCTION: mean
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NUM_TRAIN_SAMPLES: 2
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NUM_TEST_SAMPLES: 64
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POSE_2D_NOISE_RATIO: 0.01
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SMPL_PARAM_NOISE_RATIO: 0.005
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MODEL:
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IMAGE_SIZE: 256
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IMAGE_MEAN:
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- 0.485
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- 0.456
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- 0.406
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IMAGE_STD:
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- 0.229
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- 0.224
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- 0.225
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BACKBONE:
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TYPE: vit
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TORCH_COMPILE: 0
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PRETRAINED_WEIGHTS:
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MANO_HEAD:
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TYPE: transformer_decoder
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IN_CHANNELS: 2048
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TRANSFORMER_DECODER:
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depth: 6
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heads: 8
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mlp_dim: 1024
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dim_head: 64
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dropout: 0.0
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emb_dropout: 0.0
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norm: layer
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context_dim: 1280
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ST_MODULE: true
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MOTION_MODULE: true
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ST_HDIM: 512
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MOTION_HDIM: 384
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ST_NLAYER: 6
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MOTION_NLAYER: 6
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LOSS_WEIGHTS:
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KEYPOINTS_3D: 0.05
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KEYPOINTS_2D: 0.01
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GLOBAL_ORIENT: 0.001
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HAND_POSE: 0.001
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BETAS: 0.0005
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external/detector.pt
ADDED
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version https://git-lfs.github.com/spec/v1
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oid sha256:5ef3df44e42d2db52d4ffe91f83a22ce9925e2acc9abebf453f2c5d22e380033
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size 53582271
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