Underwater Image Restoration Using Color-Line Model

被引:97
作者
Zhou, Yuan [1 ,2 ]
Wu, Qiong [1 ]
Yan, Kangming [3 ]
Feng, Liyang [1 ]
Xiang, Wei [4 ]
机构
[1] Tianjin Univ, Sch Elect & Informat Engn, Tianjin 300072, Peoples R China
[2] Princeton Univ, Dept Elect Engn, Princeton, NJ 08540 USA
[3] Tianjin Univ, Tianjin Int Engn Inst, Tianjin 300072, Peoples R China
[4] James Cook Univ, Coll Sci & Engn, Cairns, Qld 4878, Australia
基金
中国国家自然科学基金;
关键词
Underwater image restoration; underwater imaging; image dehazing; ocean optics; ENHANCEMENT;
D O I
10.1109/TCSVT.2018.2884615
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Underwater images typically suffer from low visibility and severe colorcast due to scattering and absorption. In this letter, a novel method is proposed to handle the scattering and absorption problems of light with different wavelengths based on the color-line model. We filter out image patches that exhibit the characteristics of the color-line prior and recover the color line of the patches. Then, the local transmission for each patch is estimated based on the offsets of the color lines along the background-light vector from the origin. We also develop an optimization function to derive the local transmission and to obtain the solution in the underwater environment. Experimental results are presented to show that the proposed method can produce high-quality underwater images with relatively genuine colors, natural appearance, and improved contrast and visibility.
引用
收藏
页码:907 / 911
页数:5
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