JoyAI-Video-Edit: Real-Time Open-Ended Video Editing with Autoregressive Diffusion

Published
Source
arXiv
Paper number
809
Field
Computer Vision
arXiv ID
2608.03974

Key points

  • It achieves real-time 720p video editing at 30 FPS on a single B200 GPU with a 16B-parameter diffusion model.
  • SA-DMD, or source-anchoring distillation, reduces the diffusion process to two stages while preserving the fidelity of the original video.
  • Long-horizon autoregressive distillation suppresses accumulated color drift and appearance distortion in long videos.
  • It builds a new long-video editing benchmark called LongV2VBench for systematic evaluation.
  • It substantially outperforms existing streaming editors and produces results that are competitive with offline systems.

Paper links

External research summaries. These are not HDATF publications or measured product results.

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