ResearchResearch paperImage, Video & 3D Generation1 source · Oct 10, 2026

FreeCHROMA: Generative Chroma Keying from Unaligned Background References

We present FreeCHROMA, which adapts a pretrained video diffusion model in a parameter-efficient manner for generative video compositing from one to three unaligned background references.

Key points

  • In film production, chroma keying composites an approved foreground performance into a new environment, but conventional workflows require coordinated background plates and dedicated harmonization.
  • Recent generative methods often require pre-aligned backgrounds, focus on background-conditioned foreground relighting, or represent the environment only through an edited first frame.
  • To train the model, we construct pseudo-paired data from readily available real monocular videos through foreground-background separation and augmentation with existing foundation models.
  • FreeCHROMA relaxes the constraints of existing tools to enable end-to-end generative chroma keying from unaligned inputs, with exploratory experiments demonstrating its potential in robotics.

Sources (1)

  • [1]FreeCHROMA: Generative Chroma Keying from Unaligned Background References
    arXiv (AI, ML, NLP, CV, robotics, multi-agent) · Oct 10, 01:21 AM
    We present FreeCHROMA, which adapts a pretrained video diffusion model in a parameter-efficient manner for generative video compositing from one to three unaligned background references.
    In film production, chroma keying composites an approved foreground performance into a new environment, but conventional workflows require coordinated background plates and dedicated harmonization.

Extractive summary: sentences quoted from the sources.

Before this

  1. Oct 10, 2026LightVAE: Towards Compact and Efficient Video Autoencoders
  2. Oct 9, 2026Controllable Diverse Sampling through Pullback Directions
  3. Oct 9, 2026TGSR: Text-Grounded Diffusion for Faithful Image Super-Resolution
  4. Oct 9, 2026Image Diffusion Models Are Good 3D Human Motion Generators
  5. Oct 9, 2026PhysForge: Material-Controllable 3D Reconstruction with Separable Components
  6. Oct 9, 2026GeoFix: Geometry Fixing for 4D Consistent Generation

Related