A decoupled framework for low-light image enhancement

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Shuangli Du, Yichun Wen, Minghua Zhao, Jie Li, Zhenghao Shi, Yiguang Liu

Published: 01 Jan 2026, Last Modified: 04 Nov 2025Expert Syst. Appl. 2026EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•A decoupled framework for low-light image enhancement is proposed.•A new Retinex decomposition method is proposed to handle high resolution image.•An attention guided denoising network is proposed.