MoCam

MoCam: Video Re-Camera via Structured Denoising Dynamics

Orange Team
Paper (Coming Soon) GitHub (Coming Soon) 🤗 HF Model (Coming Soon)

TL;DR: We propose MoCam, a method that enables stable video re-camera under extreme camera motion. MoCam introduces structured denoising dynamics that guide generation from motion alignment to appearance refinement, producing coherent and photorealistic results.

place gif

Demo

Large-movement Trajectories

Complex Trajectories

Dolly Zoom

Zoom In/Out

Bullet Time

BibTeX

@misc{orange2025mocam,
  title={MoCam: Video Re-Camera via Structured Denoising Dynamics}, 
  author={Orange Team},
  year={2025},
  url={https://orange-3dv-team.github.io/MoCam}, 
}