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Gen4P: Video Generators are 4D Perceivers

Paper recorded by Signals 4 on 2026-10-15 in cs.CV. Abstract reproduced from arXiv; link to the original below.

Published 2026-10-15 on arXiv · recorded by Signals 4 on 2026-10-16

Category: cs.CV · 计算机视觉 · first seen 2026-10-16

Abstract

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 predicts the requested 4D attributes through a lightweight cross-attention decode

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#249 most recent of 756 cs.CV papers we have recorded · ↑ newer: ADA 2025: A Multimodal Dataset for Water-Deficit Stress Detection in S · ↓ older: Which Tokens to Merge? Diffusion Dynamics for Efficient Image Generati
Cite this page: Gen4P: Video Generators are 4D Perceivers: the #249 most recent of 756 cs.CV papers we have recorded (as of 2026-10-15). Source: Signals 4 (Signals API) — https://data.jiangzhang.ca/signals4/t/papers/gen4p-video-generators-are-4d-perceivers.html
Free to quote with attribution to “Signals 4 (Signals API)”. Machine-readable: papers.json
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