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Official implementation of "Reangle-A-Video: 4D Video Generation as Video-to-Video Translation"

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Reangle-A-Video: 4D Video Generation as Video-to-Video Translation

This repository is the official implementation of Reangle-A-Video.

Project Website arXiv

Abstract

Reangle-A-Video: A unified framework for synchronized multi-view video generation from a single monocular video, without relying on any multi-view generative prior

Full abstract

We introduce Reangle-A-Video, a unified framework for generating synchronized multi-view videos from a single input video. Unlike mainstream approaches that train multi-view video diffusion models on large-scale 4D datasets, our method reframes the multi-view video generation task as video-to-videos translation, leveraging publicly available image and video diffusion priors. In essence, Reangle-A-Video operates in two stages. (1) Multi-View Motion Learning: An image-to-video diffusion transformer is synchronously fine-tuned in a self-supervised manner to distill view-invariant motion from a set of warped videos. (2) Multi-View Consistent Image-to-Images Translation: The first frame of the input video is warped and inpainted into various camera perspectives under an inference-time cross-view consistency guidance using DUSt3R, generating multi-view consistent starting images. Extensive experiments on static view transport and dynamic camera control show that Reangle-A-Video surpasses existing methods, establishing a new solution for multi-view video generation.

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Input video Generated video1 Generated video2 Generated video3
Input video Generated video1 Generated video2 Generated video3
Input video Generated video1 Generated video2 Generated video3
Input video Generated video1 Generated video2 Generated video3
Input video Generated video1 Generated video2 Generated video3

Codes will be released soon!

  • Release code for Dynamic camera control
  • Release code for Static view transport

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