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Official repository of paper "UNIC: Neural Garment Deformation Field for Real-time Clothed Character Animation".

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UNIC: Neural Garment Deformation Field
for Real-time Clothed Character Animation

Chengfeng Zhao1, Junbo Qi2, Zhiyang Dou3, Minchen Li4, Ziwei Liu5, Wenping Wang6, Yuan Liu1,5,†

1The Hong Kong University of Science and Technology    2Waseda University    3The University of Hong Kong   
4Carnegie Mellon University    5Nanyang Technological University    6Texas A&M University
Corresponding author

arXiv Project Page

🚀 Getting Started

1. Environment Setup

We tested our environment on Ubuntu 20.04 LTS with CUDA 12.1, gcc 9.4.0, and g++ 9.4.0.

conda create python=3.10 --name unic
conda activate unic

pip install torch==2.5.0 torchvision==0.20.0 torchaudio==2.5.0 --index-url https://download.pytorch.org/whl/cu121
pip install -r requirements.txt

conda install -c fvcore -c iopath -c conda-forge fvcore iopath
pip install "git+https://github.com/facebookresearch/pytorch3d.git@stable"

git clone https://github.com/unlimblue/KNN_CUDA.git
cd KNN_CUDA
make && make install
cd ..

Acknowledgments

Thanks to the following work that we refer to and benefit from:

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Creative Commons License
This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.

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