🔥 HumanSplat: Generalizable Single-Image Human Gaussian Splatting with Structure Priors

Panwang Pan^1*, Zhuo Su^1*†, Chenguo Lin^1,2*, Zhen Fan¹, Yongjie Zhang¹, Zeming Li¹, Tingting Shen³, Yadong Mu², Yebin Liu^4‡

HumanSplat predicts 3D Gaussian Splatting properties from a single input image in a generalizable manner.

Download human datasets (Thuman2.0, 2K2K and Twindom) and organize them as follows:

${ROOT} 
├──📂data/
    ├──📂Thuman2/
       ├── 📂0000/
       ├── 📂...
       ├── 📂0525/
    ├──📂2K2K/
       ├── 📂00003/
       ├── 📂...
       ├── 📂04739/
    ├──📂Twindom/

(1) Register an account and run bash settings/fetch_hps.sh

bash settings/fetch_hps.sh

(2)Additionally install dependencies and setup the environment:

bash settings/setup.sh

🚀 HPS Usage

# init revebg, load pretrained models, and predict HPS
python3 src/predit_hps.py

The code has been recently tidied up for release and could perhaps contain bugs. Please feel free to open an issue.

If you find our work useful for your research, please consider citing and starring the repo ⭐. Thank you very much.

@article{pan2024humansplat,
  title={HumanSplat: Generalizable Single-Image Human Gaussian Splatting with Structure Priors},
  author={Pan, Panwang and Su, Zhuo and Lin, Chenguo and Fan, Zhen and Zhang, Yongjie and Li, Zeming and Shen, Tingting and Mu, Yadong and Liu, Yebin},
  journal={arXiv preprint arXiv:2406.12459},
  year={2024}
}