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Xiaojie Guo

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Preprint Aug 2026

Learning Structural Illumination for Unsupervised Low-light Enhancement

A Relative Illumination Structure Estimation (RISE) framework is proposed that decouples relative illumination structure from absolute exposure and infers it from reliable bright regions, enabling interpretable and robust enhancement.

Tian-Le Du, Peiyuan He, Hainuo Wang et al. · 0 citations

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