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Official code for "UniDexGrasp: Universal Robotic Dexterous Grasping via Learning Diverse Proposal Generation and Goal-Conditioned Policy" (CVPR 2023)

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UniDexGrasp

Official code for "UniDexGrasp: Universal Robotic Dexterous Grasping via Learning Diverse Proposal Generation and Goal-Conditioned Policy" (CVPR 2023)

Project Page | Paper

Coming soon.

image

Installation

Our code is tested on Ubuntu TODO.

  • Clone this repository:
git clone https://github.com/PKU-EPIC/UniDexGrasp.git
cd UniDexGrasp
  • Create a conda environment and activate it:
conda create -n unidexgrasp python=TODO
conda activate unidexgrasp
  • Install the dependencies: (TODO)
pip install -r requirements.txt

TODO: other manually-installed dependencies

Data

TODO.

Training

TODO.

Evaluation

TODO.

Citation

@article{xu2023unidexgrasp,
  title={UniDexGrasp: Universal Robotic Dexterous Grasping via Learning Diverse Proposal Generation and Goal-Conditioned Policy},
  author={Xu, Yinzhen and Wan, Weikang and Zhang, Jialiang and Liu, Haoran and Shan, Zikang and Shen, Hao and Wang, Ruicheng and Geng, Haoran and Weng, Yijia and Chen, Jiayi and others},
  journal={arXiv preprint arXiv:2303.00938},
  year={2023}
}

Acknowledgement

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Official code for "UniDexGrasp: Universal Robotic Dexterous Grasping via Learning Diverse Proposal Generation and Goal-Conditioned Policy" (CVPR 2023)

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