Dehazing of remote sensing images using improved restoration model based dark channel prior

被引:50
作者
Singh, Dilbag [1 ]
Kumar, Vijay [1 ]
机构
[1] Thapar Univ, Comp Sci & Engn Dept, Patiala, Punjab, India
关键词
Image dehazing; dark channel prior; remote sensing images; restoration model; REMOVAL; FOG;
D O I
10.1080/13682199.2017.1329792
中图分类号
TB8 [摄影技术];
学科分类号
0804 ;
摘要
Haze degrades visual information of remotely sensed images. Therefore, haze removal is a demanding and significant task for visual multispectral information improvement. The existing haze removal techniques utilize different restrictions and before restoring hazy images in an efficient manner. The review of existing haze removal methods demonstrates that the haze-free images suffer from colour distortion and halo artefacts problems. To solve these issues, an improved restoration model based dark channel prior is proposed in this paper. The proposed technique has redefined transmission map, with the aim to reduce the colour distortion problem. The modified joint trilateral filter is also utilized to improve the coarse estimated atmospheric veil. The experimental results reveal that the proposed approach provides visually significant haze-free images and also preserves the significant detail.
引用
收藏
页码:282 / 292
页数:11
相关论文
共 34 条
[1]  
[Anonymous], IEEE T CIRCUITS SYST
[2]   Fast O(1) Bilateral Filtering Using Trigonometric Range Kernels [J].
Chaudhury, Kunal Narayan ;
Sage, Daniel ;
Unser, Michael .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2011, 20 (12) :3376-3382
[3]   A High-Efficiency and High-Speed Gain Intervention Refinement Filter for Haze Removal [J].
Chen, Bo-Hao ;
Huang, Shih-Chia ;
Cheng, Fan-Chieh .
JOURNAL OF DISPLAY TECHNOLOGY, 2016, 12 (07) :753-759
[4]   Hazy Image Restoration by Bi-Histogram Modification [J].
Chen, Bo-Hao ;
Huang, Shih-Chia ;
Ye, Jian Hui .
ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY, 2015, 6 (04)
[5]   Efficient dark channel based image dehazing using quadtrees [J].
Ding Meng ;
Tong RuoFeng .
SCIENCE CHINA-INFORMATION SCIENCES, 2013, 56 (09) :1-9
[6]   Haze detection and removal in high resolution satellite image with wavelet analysis [J].
Du, Y ;
Guindon, B ;
Cihlar, J .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2002, 40 (01) :210-217
[7]   Fast single-image dehazing using linear transformation [J].
Ge, Guangyi ;
Wei, Zhenzhong ;
Zhao, Jingxin .
OPTIK, 2015, 126 (21) :3245-3252
[8]  
Haoran Xu, 2012, 2012 IEEE International Conference on Information Science and Technology, P663, DOI 10.1109/ICIST.2012.6221729
[9]  
Hautiere Nicolas, 2008, Image Analysis & Stereology, V27, P87, DOI 10.5566/ias.v27.p87-95
[10]   Single Image Haze Removal Using Dark Channel Prior [J].
He, Kaiming ;
Sun, Jian ;
Tang, Xiaoou .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2011, 33 (12) :2341-2353