自适应色彩补偿和多尺度融合的水下图像增强

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Adaptive color compensation and multi-scale fusion for underwater image enhancement
LIU Cuiyin1*,CHEN Yuanshuai1,JING Tengyun 1, WANG Feng
(1. School of Information Engineering and Automation, Kunming University of Science and Technology,Kunming 65O5OO,China; 2. School ofPhysics and Material Sciences, Guangzhou University, Guangzhou 5lOoO6,China) *Corresponding author, E -mail: liucuiyin@kust. edu
Abstract:To address the challenges of color distortion,uneven lighting,low contrast,and blurred details in underwater images,an adaptive color compensation and multi-scale fusion enhancement algorithm is proposed. Initially,adaptive color compensation and white light balance algorithms are employed to correct the image colors. Subsequently,adaptive gamma correction is applied to the color-corrected images to achieve uniform illumination. Thereafter,the uniformly lit images undergo processing through adaptive Rayleigh histogram stretching and adaptive unsharp masking to enhance contrast and detail. Finaly, nondownsampling contour wave fusion is utilized to further refine the quality of the images with improved contrast and enhanced details.Experimental results demonstrate that the proposed algorithm effectively corrects the colors of underwater images and significantly enhances their contrast and clarity,with average evaluation metrics PSNR,SSIM,IE,and UCIQE showing increases of 43.52% , 58.65% , 12.5% , and 32.13% ,respectively,compared to the original images. This algorithm is shown to substantially improve underwater image quality.
Key words: image enhancement; image fusion;color compensation;white balance; Gamma correction; Rayleigh distribution;unsharpened mask;nonsubsampled contourlet transform
1引言
水下图像可以直观地获得海底信息,广泛应用于水中目标侦察、探测和识别、水下考古、生物研究、水下工程安装和检修等领域。(剩余17545字)