MCRFS-Net: single image dehazing based on multi-scale contrastive regularization and frequency selection

Abstract The primary goal of image dehazing is to restore the clarity and detail of hazy images. However, addressing non-uniform haze in atmospheric scattering models remains a significant challenge. While some methods tackle image-level non-uniformity using multi-scale fusion mechanisms, others foc...

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Bibliographic Details
Main Authors: Qin Qin, Lin Shui, Yanyan Zhang, Shaojing Song, Jinhua Jiang
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
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Online Access:https://doi.org/10.1038/s41598-025-08690-z
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