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Yanxin Guan

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Preprint Aug 2026

Beyond Illumination: A Conditional Mutual Information-Guided Network for Low-Light Image Enhancement

Low-light image enhancement (LLIE) seeks to restore structural fidelity, natural color rendition, and proper exposure from images captured under inadequate lighting conditions. Recent state-of-the-art approaches, such as CIDNet, adopt a dual-branch architecture comprising a chrominance (HV) branch and an intensity (I)...

Yanxin Guan, Shaonan Zhang, Tao Dai et al. · 0 citations

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