Single underwater image restoration based on descattering and color correction

被引:4
作者
Ke, Ke [1 ,2 ,3 ]
Zhang, Chunmin [1 ,2 ]
Tang, Qian [1 ,2 ]
He, Yifan [1 ,2 ]
Yao, Baoli [3 ]
机构
[1] Xi An Jiao Tong Univ, Sch Phys, Xian 710049, Peoples R China
[2] Xi An Jiao Tong Univ, Inst Space Opt, Xian 710049, Peoples R China
[3] Chinese Acad Sci, Xian Inst Opt & Precis Mech, State Key Lab Transient Opt & Photon, Xian 710119, Peoples R China
来源
OPTIK | 2022年 / 259卷
基金
中国国家自然科学基金;
关键词
Underwater imaging; Adaptive dark channel; Local water light; Color correction; ENHANCEMENT;
D O I
10.1016/j.ijleo.2022.169009
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Underwater images typically exhibit color distortion and low contrast due to the absorption and scattering of the non-uniform medium during the propagation of light underwater. To address these problems, an effective underwater image restoration method is presented in this paper. Firstly, we adopted an adaptive dark channel prior that can be applied to underwater images with different color tones. Then, the local water light with strong robustness is obtained by utilizing maximum filtering and Gaussian low-pass filtering. Additionally, a linear relationship between blurred and clear images in the dark channel was introduced combining with the attenuation coefficient compensation to estimate the transmission of r, g and b channels. Ultimately, we designed a new adaptive color compensation method by taking into account the attenuation difference of the three color channels. Simulation and experimental results show that the pro-posed method can effectively improve the clarity and contrast of the image and eliminate color distortion.
引用
收藏
页数:13
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