An Underwater Image Restoration Method Based on Adaptive Brightness Improvement and Local Image Descattering

被引:3
|
作者
Liang, Zheng [1 ]
Ruan, Rui [1 ]
Jiao, Lin [1 ]
Zhang, Weidong [2 ]
Zhuang, Peixian [3 ]
机构
[1] Anhui Univ, Sch Internet, Hefei, Peoples R China
[2] Henan Inst Sci & Technol, Sch Informat Engn, Xinxiang, Peoples R China
[3] Univ Sci & Technol Beijing, Sch Automat & Elect Engn, Key Lab Knowledge Automat Ind Proc, Minist Educ, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
Brightness improvement; image restoration; local image descattering; ENHANCEMENT;
D O I
10.1109/LGRS.2023.3296620
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
This letter proposes an effective underwater image restoration method that consists of a local image descattering and an adaptive brightness improvement. First, we establish an adaptive objective function for improving the brightness of underwater image according to the best-preserved channel of an image, and an augmented Lagrange multiplier-based alternating direction minimization algorithm is derived to solve the optimization problem. Second, we introduce a local transmission estimation method that takes into account the different attenuation of light on the red, green, and blue channels, which overcomes the limitation that existing methods heavily depend on global transmission over the entire image. Extensive experiments on real-world underwater images demonstrate the effectiveness of the proposed method in underwater image restoration. Moreover, our method shows good generalization capability for enhancing remote sensing and nighttime images.
引用
收藏
页数:5
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