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Paper · arXiv

CineRecon: Benchmarking Frontier Models for Agentic Cinematic Reconstruction

Reconstructing reference videos as editable dynamic 3D scenes is an important path toward controllable video generation for filmmaking: these scenes provide modifiable, renderable visual proxies that enable explicit control over scene layout, subject actions, and camera behavior. To evaluate agents' ability to reconstruct editable dynamic 3D scenes from dynamic reference videos, we introduce CineRecon, a benchmark comprising 50 reference videos and 360 annotated evaluation clips. The reference videos span film, real-world footage, and games. Given a complete video, an agent uses tools to construct, animate, render, and refine its reconstruction. We evaluate this task under three represent...

AuthorsJialei Wang, Zehan Wang, XiaoYang Wu et al.
Primary categorycs.CV
Published12 October 2026
Last updated at source12 October 2026
cs.CV
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