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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Autors principals:	Qin Qin, Lin Shui, Yanyan Zhang, Shaojing Song, Jinhua Jiang
Format:	Artigo
Idioma:	Inglês
Publicat:	Nature Portfolio 2025-07-01
Col·lecció:	Scientific Reports
Matèries:	Image dehazing Non-uniform haze Multi-scale fusion mechanisms Contrastive learning
Accés en línia:	https://doi.org/10.1038/s41598-025-08690-z
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