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Beyond Pixels: From Video Priors to 4D Worlds

Zihao Liu, Xiaolong Shen, Zhenglin Zhou, Ruijie Quan, Yi Yang*

ReLER, CCAI, Zhejiang University

*Corresponding author

Project Page arXiv 2608.10744 Hugging Face Daily Papers No. 1 PDF Code coming soon Hugging Face coming soon ModelScope coming soon

Beyond Pixels teaser

TL;DR: Beyond Pixels provides a unified latent-to-4D interface that lifts terminal video DiT latents into explicit dynamic 3D scenes across compatible generation tasks.

πŸ”₯ News

  • [2026/08/12] πŸ”₯ Beyond Pixels currently ranks 1st on Hugging Face Daily Papers! Thank you all for your support and love! πŸ€—
  • [2026/08/12] πŸ€— Many thanks to taesiri for submitting our paper to Hugging Face Daily Papers!
  • [2026/08/11] πŸ“„ Our paper is now available on arXiv!
  • [2026/08/11] The official repository and project page are available. Code and model release are under preparation.

🚧 TODO List

  • Project Page
  • Inference Code
  • Training Code
  • Pretrained Weights

πŸ“š Citation

@misc{liu2026pixelsvideopriors4d,
      title={Beyond Pixels: From Video Priors to 4D Worlds}, 
      author={Zihao Liu and Xiaolong Shen and Zhenglin Zhou and Ruijie Quan and Yi Yang},
      year={2026},
      eprint={2608.10744},
      archivePrefix={arXiv},
      primaryClass={cs.CV},
      url={https://arxiv.org/abs/2608.10744}, 
}

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