Author

Chuan-Xia Zheng

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Preprint Oct 2026

Gen4P: Video Generators are 4D Perceivers

We introduce Gen4P, a unified framework for recovering 4D geometry and motion from monocular video. We show that a pretrained video generator can be repurposed into a feed-forward 4D perceiver without iterative denoising. Building on on-demand querying, Gen4P processes clean video latents in a single encoder pass and p...

Yi-Tong Xia, Ze-Ren Jiang, Chuan-Xia Zheng · 0 citations