Video Editing via Factorized Diffusion Distillation Article Swipe

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Uriel Singer , Amit Zohar , Yuval Kirstain , Shelly Sheynin , Adam Polyak , Devi Parikh , Yaniv Taigman ·

YOU? · · 2024 · Open Access · · DOI: https://doi.org/10.48550/arxiv.2403.09334

We introduce Emu Video Edit (EVE), a model that establishes a new state-of-the art in video editing without relying on any supervised video editing data. To develop EVE we separately train an image editing adapter and a video generation adapter, and attach both to the same text-to-image model. Then, to align the adapters towards video editing we introduce a new unsupervised distillation procedure, Factorized Diffusion Distillation. This procedure distills knowledge from one or more teachers simultaneously, without any supervised data. We utilize this procedure to teach EVE to edit videos by jointly distilling knowledge to (i) precisely edit each individual frame from the image editing adapter, and (ii) ensure temporal consistency among the edited frames using the video generation adapter. Finally, to demonstrate the potential of our approach in unlocking other capabilities, we align additional combinations of adapters

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Diffusion Distillation Computer science Process engineering Chemistry Chromatography Thermodynamics Physics Engineering

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Type: preprint
Language: en
Landing Page: http://arxiv.org/abs/2403.09334
PDF: https://arxiv.org/pdf/2403.09334
OA Status: green
Related Works: 10
OpenAlex ID: https://openalex.org/W4392873772

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DOI: https://doi.org/10.48550/arxiv.2403.09334

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Title: Video Editing via Factorized Diffusion Distillation

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Type: preprint

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Language: en

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Publication year: 2024

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Publication date: 2024-03-14

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Authors: Uriel Singer, Amit Zohar, Yuval Kirstain, Shelly Sheynin, Adam Polyak, Devi Parikh, Yaniv Taigman

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Landing page: https://arxiv.org/abs/2403.09334

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PDF URL: https://arxiv.org/pdf/2403.09334

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Concepts: Diffusion, Distillation, Computer science, Process engineering, Chemistry, Chromatography, Thermodynamics, Physics, Engineering

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Cited by: 0

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