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Dexonomy

Official implementation of [RSS 2025] Dexonomy: Synthesizing All Dexterous Grasp Types in a Grasp Taxonomy.

Project Page | Paper | Dataset | Annotation UI Demo | Learning

Overview

Our algorithm synthesizes contact-rich, penetration-free, and physically plausible dexterous grasps for:

  • Any grasp type
  • Any object
  • Any articulated hand

All starting from just one human-annotated template per hand and grasp type.

Timeline

The full code of our proposed synthesis pipeline will be released late this year.

License

This work and the dataset are licensed under CC BY-NC 4.0.

CC BY-NC 4.0

Citation

If you find this work useful for your research, please consider citing:

@article{chen2025dexonomy,
        title={Dexonomy: Synthesizing All Dexterous Grasp Types in a Grasp Taxonomy},
        author={Chen, Jiayi and Ke, Yubin and Peng, Lin and Wang, He},
        journal={Robotics: Science and Systems},
        year={2025}
      }

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[RSS 2025] Dexonomy: Synthesizing All Dexterous Grasp Types in a Grasp Taxonomy

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