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PhysGM: Large Physical Gaussian Model for Feed-Forward 4D Synthesis

πŸ”— Links

πŸ—οΈ Architecture

Pipeline

PhysGM Architecture Overview

πŸš€ Key Features

  • ⚑ Fast Generation: Generate 4D simulations from single images in under 1 minute
  • 🎯 High Fidelity: Realistic physics simulation with accurate material properties
  • πŸ”„ End-to-End: Joint prediction of 3D Gaussians and physics parameters
  • πŸ“Š Large Dataset: Trained on PhysAssets with 24,000+ annotated 3D assets
  • 🎨 Versatile: Handles various scenarios including dropping, stretching, and multi-object interactions

πŸ“š Citation

If you find our work useful, please cite our paper:

@misc{lv2025physgmlargephysicalgaussian,
  title={PhysGM: Large Physical Gaussian Model for Feed-Forward 4D Synthesis}, 
  author={Chunji Lv and Zequn Chen and Donglin Di and Weinan Zhang and Hao Li and Wei Chen and Changsheng Li},
  year={2025},
  eprint={2508.13911},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2508.13911}, 
}

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Made with ❀️ by the PhysGM Team

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