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Toward More Controllable AI Video Editing: An Early Research Exploration at Netflix

Netflix researchers present two early-stage AI video editing models: Vera and VOID. Vera is a layered video diffusion model that generates only the edited regions (plus an alpha matte) rather than regenerating the entire clip, preserving unedited content pixel-perfectly. It uses a Mixture-of-Transformers (MoT) architecture with three specialized DiTs and was trained on a custom 486k-frame layered dataset. VOID is a video object removal model that handles physically plausible inpainting — not just erasing objects but reconstructing how the scene would realistically evolve without them, using a VLM-based reasoning pipeline and quadmask conditioning. Both models outperform existing baselines in human preference studies. The research papers for both models are publicly released.

    #genai#computer-vision#diffusion-models
Jun 23•11m read time•From netflixtechblog.com
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IntroductionGet Netflix Technology Blog ’s stories in your inboxVera: A Layered Video Diffusion ModelVOID: Video Object and Interaction DeletionLooking Ahead
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