| --- |
| pipeline_tag: other |
| tags: |
| - 3d |
| - human-motion-generation |
| - diffusion |
| - arxiv:2605.20955 |
| --- |
| |
| # DrawMotion: Generating 3D Human Motions by Freehand Drawing |
|
|
| <p align="center"> |
| <img src="figure/demo.gif" alt="DrawMotion web demo" width="70%"> |
| </p> |
|
|
| DrawMotion is a diffusion-based framework for generating 3D human motions from text and freehand drawing conditions, including 2D trajectories and stickman sketches. |
|
|
| - **Paper:** [DrawMotion: Generating 3D Human Motions by Freehand Drawing](https://huggingface.co/papers/2605.20955) |
| - **Repository:** [InvertedForest/DrawMotion](https://github.com/InvertedForest/DrawMotion) |
| - **Demo Video:** [YouTube](https://youtu.be/sy2QTdDD09A) |
|
|
| ## Model Assets |
|
|
| This Hugging Face repository hosts the public model assets used by DrawMotion. For installation, web demo reproduction, training, and evaluation instructions, please refer to the GitHub repository. |
|
|
| Included assets: |
|
|
| - `logs/human_ml3d/last.ckpt` |
| - `mid_feat/t2m/mid_feat.pt` |
| - `stickman/weight/real_init/t2m/stickman_encoder.ckpt` |
| - `logs/kit_ml/last.ckpt` |
| - `mid_feat/kit/mid_feat.pt` |
| - `stickman/weight/kit_ml/split_weight/stickman_encoder.ckpt` |
|
|
| The current public web demo exposes text and trajectory control. Stickman-conditioned interaction is coming soon. |
|
|
| ## Citation |
|
|
| If you find DrawMotion useful, please cite: |
|
|
| ```bibtex |
| @article{wang2026drawmotion, |
| title={DrawMotion: Generating 3D Human Motions by Freehand Drawing}, |
| author={Wang, Tao and Jin, Lei and Wu, Zhihua and He, Qiaozhi and Chu, Jiaming and Cheng, Yu and Xing, Junliang and Zhao, Jian and Yan, Shuicheng and Wang, Li}, |
| journal={IEEE Transactions on Pattern Analysis and Machine Intelligence}, |
| year={2026}, |
| pages={1--17}, |
| doi={10.1109/TPAMI.2026.3679530} |
| } |
| ``` |
|
|
