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PartCrafter: Structured 3D Mesh Generation via Compositional Latent Diffusion Transformers

This repository will contain the official implementation of the paper: PartCrafter: Structured 3D Mesh Generation via Compositional Latent Diffusion Transformers. PartCrafter is a structured 3D generative model that jointly generates multiple parts and objects from a single RGB image in one shot. Here is our Project Page.

Feel free to contact me ([email protected]) or open an issue if you have any questions or suggestions.

πŸ“’ News

  • 2025-06-09: PartCrafter is on arXiv.

πŸ“‹ TODO

  • Release inference scripts and pretrained checkpoints before July 15th. Stay tuned!
  • Release training code and data.
  • Provide a HuggingFaceπŸ€— demo.

😊 Acknowledgement

We would like to thank the authors of DiffSplat, TripoSG, HoloPart, and MIDI-3D for their great work and generously providing source codes, which inspired our work and helped us a lot in the implementation.

πŸ“š Citation

If you find our work helpful, please consider citing:

@misc{lin2025partcrafter,
  title={PartCrafter: Structured 3D Mesh Generation via Compositional Latent Diffusion Transformers}, 
  author={Yuchen Lin and Chenguo Lin and Panwang Pan and Honglei Yan and Yiqiang Feng and Yadong Mu and Katerina Fragkiadaki},
  year={2025},
  eprint={2506.05573},
  url={https://arxiv.org/abs/2506.05573}
}

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