Author

Zifeng Wang

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Jul 2026

Video Generation Models Are Inherent Lighting Estimators

V-LITE (Video generation models are inherent lighting estimators), a framework that unlocks internal knowledge by reframing lighting estimation as a guided video inpainting task, is introduced, revealing that modern video diffusion models are not merely synthesizers but also powerful, inherently capable estimators of physical scene lighting.

Ziqi Cai, Shuchen Weng, Kaiqi Liu et al. · arXiv.org · 0 citations