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Research questionHow can causal streaming video editing remain real-time while preserving backgrounds and unedited regions over long sequences?Each frame must be edited without access to future frames, while backgrounds and untouched regions remain stable over time. Meeting that consistency requirement without sacrificing interactive responsiveness is difficult.
Computer Vision
Diffusion Models
Evaluation & Benchmarks
Image & Video Processing
Inference Optimization
Video Generation
Latest papersRecent research connected to this question, newest first.LiveEdit: Towards Real-Time Diffusion-Based Streaming Video EditingThe source addresses a causal, frame-by-frame diffusion-based streaming video editor for interactive and augmented-reality applications. It reports 12.66 FPS and benchmark results focused on visual quality and speed among streaming baselines; hardware and broader deployment constraints are not specified.research paper · Jun 25, 2026
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