现代电子技术2026，Vol.49Issue(9)：51-59,9.DOI:10.16652/j.issn.1004-373x.2026.09.009
基于跨层协同交互与空频联合感知的遥感图像去雾
Remote sensing image dehazing based on cross-layer collaborative interaction and spatial-frequency joint perception
摘要
Abstract
In view of the image degradation,texture loss,and color distortion in the dehazing process of the existing U-shaped dehazing networks,this paper proposes a remote sensing image dehazing network based on cross-layer collaborative interaction and spatial-frequency joint perception.Specifically,a cross-layer collaborative interaction module is introduced.This module can effectively capture long-range dependencies among cross-layer features,expand the local receptive field,and facilitate the collaborative interaction of global and local information during both encoding and decoding stages,so as to enhance the dehazing performance.Additionally,a spatial-frequency joint perception module is proposed.This module can realize the complement of the spatial domain and frequency domain by fusing spatial and frequency features,so as to improve the recovery of image texture and color.Experiments show that the proposed algorithm outperforms the existing methods on the public remote sensing haze datasets HRSD and RRSHID-Thick.To sum up,this method has a certain applicability.关键词
遥感图像去雾/跨层协同交互/空频联合感知/特征融合/U型网络/Mamba-CNNKey words
remote sensing image dehazing/cross-layer collaborative interaction/spatial-frequency joint perception/feature fusion/U-shaped network/Mamba-CNN分类
信息技术与安全科学引用本文复制引用
余梅,刘绍宾,陆林..基于跨层协同交互与空频联合感知的遥感图像去雾[J].现代电子技术,2026,49(9):51-59,9.基金项目
湖北省自然科学基金一般面上项目(2025AFB538) （2025AFB538）
