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Paper · arXiv

BC-IHV: Conditioning the Color Space for Stable Rectified-Flow Low-Light Enhancement

Low-light image enhancement (LLIE) must correct ambiguous exposure without overwriting structure already supported by the input. Generative transport can model exposure ambiguity; however, its flexibility may also alter observable geometry and chromatic content. Moreover, fixed invertible color coordinates are usually treated only as representations, although their inverse mappings reshape the RGB-domain gradients received by the enhancement network. To address these issues, we propose Structure-Anchored Rectified Flow (SA-RF), which maintains correspondence through separate chromaticity/intensity stems, a scale-matched condition pyramid, and HybridAda. HybridAda assigns location-specific...

AuthorsYi Ai, Zheng Chen, Yuanhao Cai et al.
Primary categorycs.CV
Published22 August 2026
Last updated at source22 August 2026
cs.CV
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