A Single Image Dehazing Technique Using the Dual Transmission Maps Strategy and Gradient-Domain Guided Image Filtering

被引:35
作者
Ehsan, Syed Muhammad [1 ]
Imran, Muhammad [1 ,2 ]
Ullah, Anayat [1 ,2 ]
Elbasi, Ersin [3 ]
机构
[1] Balochistan Univ Informat Technol Engn & Manageme, FICT, Dept Elect Engn, Quetta 87300, Pakistan
[2] Natl Ctr Robot & Automat, Control Automot & Robot Lab, Rawalpindi 46000, Pakistan
[3] Amer Univ Middle East, Coll Engn & Technol, Kuwait 15453, Kuwait
来源
IEEE ACCESS | 2021年 / 9卷
关键词
Atmospheric modeling; Estimation; Image color analysis; Channel estimation; Cameras; Scattering; Attenuation; Image de-hazing; transmission map; gradient-domain guided image filter; ALGORITHM;
D O I
10.1109/ACCESS.2021.3090078
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, a single image dehazing technique using dual transmission maps strategy and gradient-domain guided image filtering is presented. A new strategy is adopted to compute the dual transmission maps using the dark channel and atmospheric light. Further, the transmission maps are refined to remove any remaining ill effects using the gradient-domain-guided filter. Finally, using the dark channel, atmospheric light, and refined transmission map, the haze-free image is obtained. The dual transmission maps strategy not only removes halo artifacts and reduces the saturation but also ensures the natural appearance in the recovered images. Furthermore, the proposed scheme is evaluated using a wide range of images and compared with state-of-the-art schemes. The comparison shows the superiority of the proposed technique in terms of recovering haze-free images.
引用
收藏
页码:89055 / 89063
页数:9
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