The Retinex based improved underwater image enhancement

被引:47
作者
Hassan, Najmul [1 ]
Ullah, Sami [1 ]
Bhatti, Naeem [1 ]
Mahmood, Hasan [1 ]
Zia, Muhammad [1 ]
机构
[1] Quaid I Azam Univ, Dept Elect, Islamabad 45320, Pakistan
关键词
Retinex; CLAHE; Bilateral filter; Underwater images;
D O I
10.1007/s11042-020-09752-2
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The underwater images suffer from low contrast and color distortion due to variable attenuation of light and nonuniform absorption of red, green and blue components. In this paper, we propose a Retinex-based underwater image enhancement approach. First, we perform underwater image enhancement using the contrast limited adaptive histogram equalization (CLAHE), which limits the noise and enhances the contrast of the dark components of the underwater image at the cost of blurring the visual information. Then, in order to restore the distorted colors, we perform the Retinex-based enhancement of the CLAHE processed image. Next, in order to restore the distorted edges and achieve smoothing of the blurred parts of image, we perform bilateral filtering on the Retinex processed image. In order to utilize the individual strengths of CLAHE, Retinex and bilateral filtering algorithms in a single framework, we determine the suitable parameter values. The qualitative and quantitative performance comparison with some of the existing approaches shows that the proposed approach achieves better enhancement of the underwater images.
引用
收藏
页码:1839 / 1857
页数:19
相关论文
共 35 条
[21]  
Lu HM, 2013, IEEE IMAGE PROC, P3412, DOI 10.1109/ICIP.2013.6738704
[22]   Applications of Geo-Referenced Underwater Photo Mosaics in Marine Biology and Archaeology [J].
Ludvigsen, Martin ;
Sortland, Bjorn ;
Johnsen, Geir ;
Singh, Hanumant .
OCEANOGRAPHY, 2007, 20 (04) :140-149
[23]  
Malkasse J., 2006, SEA TECH WEEK CARACT
[24]   Pixel distribution shifting color correction for digital color images [J].
Naim, Mohd-Jain-Noordin Mohd ;
Isa, Nor Ashidi Mat .
APPLIED SOFT COMPUTING, 2012, 12 (09) :2948-2962
[25]   A Total Variation Model for Retinex [J].
Ng, Michael K. ;
Wang, Wei .
SIAM JOURNAL ON IMAGING SCIENCES, 2011, 4 (01) :345-365
[26]   Human-Visual-System-Inspired Underwater Image Quality Measures [J].
Panetta, Karen ;
Gao, Chen ;
Agaian, Sos .
IEEE JOURNAL OF OCEANIC ENGINEERING, 2016, 41 (03) :541-551
[27]  
Paris S, 2007, SIGGRAPH ACM
[28]  
Pizer S M., 1990, VISUALIZATION BIOMED
[29]  
Schechner YY, IEEE T PATTERN ANAL, V29
[30]   Underwater Image Processing: State of the Art of Restoration and Image Enhancement Methods [J].
Schettini, Raimondo ;
Corchs, Silvia .
EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING, 2010,