| --- |
| license: cc-by-nc-4.0 |
| tags: |
| - motion-generation |
| - human-motion |
| - anyact |
| - snapmogen |
| --- |
| |
| # AnyAct Checkpoints |
|
|
| This model repository contains the checkpoint files, source videos, and released data files required by the AnyAct code release. |
|
|
| It includes: |
|
|
| - AnyAct release checkpoints: |
| - `checkpoint_dir/anyact/generator/anyact_stage1_3d_traj/model/net_best_acc.tar` |
| - `checkpoint_dir/anyact/generator/anyact_3ds2d_traj/model/latest.tar` |
| - Original SnapMoGen/MoMask++ pretrained assets required by AnyAct: |
| - VQ-VAE under `checkpoint_dir/snapmogen/vq/` |
| - base masked transformer under `checkpoint_dir/snapmogen/momask_plus/momaskplus_hrvq3_nlayer8_cdp0.1_ca_bm/` |
| - evaluator under `checkpoint_dir/snapmogen/evaluator/eval_klde-5_late-5_nlayer6_norm/` |
| - optional GMR under `checkpoint_dir/snapmogen/gmr/gmr_d292/` |
| - Released source videos for VLM evaluation: |
| - cropped source videos under `data/source_videos/` |
| - Released caption data: |
| - `data/all_caption_clean_with_qwen3_8b.json` |
|
|
| ## Usage |
|
|
| Clone or download this release package into the AnyAct project root so that the `checkpoint_dir/` and `data/` folders appear directly under `AnyAct/`: |
|
|
| - Hugging Face: https://huggingface.co/LiuhanChen/AnyAct |
| - ModelScope: https://www.modelscope.cn/models/clhxclh/AnyAct |
|
|
| ```bash |
| cd AnyAct |
| git clone https://huggingface.co/LiuhanChen/AnyAct tmp_anyact_release |
| cp -r tmp_anyact_release/checkpoint_dir ./checkpoint_dir |
| cp -r tmp_anyact_release/data/source_videos ./data/source_videos |
| cp tmp_anyact_release/data/all_caption_clean_with_qwen3_8b.json ./data/all_caption_clean_with_qwen3_8b.json |
| ``` |
|
|
| After placement, the AnyAct code should resolve paths such as: |
|
|
| ```text |
| checkpoint_dir/snapmogen/vq/hrvq_nq2_296_nb2048_fk0_gl1.5_ex2_ema_attn/model/net_best_mpjpe.tar |
| checkpoint_dir/snapmogen/momask_plus/momaskplus_hrvq3_nlayer8_cdp0.1_ca_bm/model/net_best_fid.tar |
| checkpoint_dir/anyact/generator/anyact_stage1_3d_traj/model/net_best_acc.tar |
| checkpoint_dir/anyact/generator/anyact_3ds2d_traj/model/latest.tar |
| data/source_videos/{sample_name}_crop.mp4 |
| data/all_caption_clean_with_qwen3_8b.json |
| ``` |
|
|
| ## Notes |
|
|
| The `snapmogen/` subtree preserves original SnapMoGen/MoMask++ checkpoint names for compatibility. The `anyact/` subtree contains the AnyAct release checkpoints used by the AnyAct code. |
|
|
| Please cite AnyAct and SnapMoGen/MoMask++ when using these checkpoints. |
|
|
| ## Citation |
|
|
| If you use AnyAct checkpoints, data, or code, please cite: |
|
|
| ```bibtex |
| @article{chen2026anyact, |
| title={AnyAct: Towards Human Reenactment of Character Motion From Video}, |
| author={Chen, Liuhan and Zhong, Lei and Wang, Jiewei and Shuai, Qin and Yuan, Li and Fan, Leidong and Li, Qing and Liu, Kanglin}, |
| journal={arXiv preprint arXiv:2605.15497}, |
| year={2026} |
| } |
| ``` |
|
|
