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
[11]  
Farhadifard F, 2015, INT SYMP IMAGE SIG, P48, DOI 10.1109/ISPA.2015.7306031
[12]  
Fu XY, 2014, IEEE IMAGE PROC, P4572, DOI 10.1109/ICIP.2014.7025927
[13]   Automatic Red-Channel underwater image restoration [J].
Galdran, Adrian ;
Pardo, David ;
Picon, Artzai ;
Alvarez-Gila, Aitor .
JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2015, 26 :132-145
[14]  
Garg D, 2018, MULTIMED TOOLS APPL, P1
[15]  
Hassan N, 2020, SIGNAL IMAGE VIDEO P, P1
[16]   A multiscale retinex for bridging the gap between color images and the human observation of scenes [J].
Jobson, DJ ;
Rahman, ZU ;
Woodell, GA .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1997, 6 (07) :965-976
[17]   An advanced contrast enhancement using partially overlapped sub-block histogram equalization [J].
Kim, JY ;
Kim, LS ;
Hwang, SH .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2001, 11 (04) :475-484
[18]   Control of Underwater Vehicles in Full Unsteady Flow [J].
Levedahl, Blaine A. ;
Silverberg, L. .
IEEE JOURNAL OF OCEANIC ENGINEERING, 2009, 34 (04) :656-668
[19]   Underwater Image Enhancement by Dehazing With Minimum Information Loss and Histogram Distribution Prior [J].
Li, Chong-Yi ;
Guo, Ji-Chang ;
Cong, Run-Min ;
Pang, Yan-Wei ;
Wang, Bo .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2016, 26 (12) :5664-5677
[20]  
Liu R, IEEE T CIRC SYST VID