Single Image Dehazing Using Improved Gray World Theory and Dark Channel Prior

被引:0
|
作者
Zhang, Haopeng [1 ,3 ,4 ]
Dong, Bo [2 ]
Jiang, Zhiguo [1 ,3 ,4 ]
机构
[1] Beihang Univ, Image Proc Ctr, Sch Astronaut, Beijing 100191, Peoples R China
[2] Beijing Radio Measurement Res Inst, Beijing 100854, Peoples R China
[3] Minist Educ, Key Lab Spacecraft Design Optimizat & Dynam Simul, Beijing 100191, Peoples R China
[4] Beijing Key Lab Digital Media, Beijing 100191, Peoples R China
基金
中国国家自然科学基金;
关键词
Image dehazing; Gray world theory; Dark channel prior; WEATHER;
D O I
10.1007/978-3-030-31605-1_5
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The images captured outdoor are usually influenced by inclement weather conditions severely, bringing a great deal of inconvenience to the automatic data processing system. The widely used dehazing method based on dark channel prior (DCP) is not effective on the image with color distortion. In order to solve this problem, we improve the gray world theory (GWT) and propose a single image dehazing method using our improved gray world theory and the dark channel prior. Experiments show that our method can restore the hazy image with color distortion effectively and outperforms the state-of-art results.
引用
收藏
页码:67 / 73
页数:7
相关论文
共 50 条
  • [31] Single image dehazing algorithm based on dark channel prior and inverse image
    Zhou X.
    Bai L.
    Wang C.
    Int. J. Eng. Trans. A Basics, 10 (1471-1478): : 1471 - 1478
  • [32] Single Image Dehazing using a Novel Criterion based Segmenting Dark Channel Prior
    Zhang, Chao
    Zhang, Yanjun
    Lu, Jihua
    ELEVENTH INTERNATIONAL CONFERENCE ON GRAPHICS AND IMAGE PROCESSING (ICGIP 2019), 2020, 11373
  • [33] A Modified Dark Channel Prior for Improved Dehazing
    Nair, Deepa
    Sankaran, Praveen
    PROCEEDINGS OF THE 2015 IEEE RECENT ADVANCES IN INTELLIGENT COMPUTATIONAL SYSTEMS (RAICS), 2015, : 55 - 59
  • [34] Single Image Dehazing Based on Dark Channel Prior and Energy Minimization
    Zhu, Mingzhu
    He, Bingwei
    Wu, Qiang
    IEEE SIGNAL PROCESSING LETTERS, 2018, 25 (02) : 174 - 178
  • [35] Single Image Dehazing Algorithm Based on Adaptive Dark Channel Prior
    Liu Guo
    Lu Qun-bo
    Liu Yang-yang
    ACTA PHOTONICA SINICA, 2018, 47 (02)
  • [36] Dark Channel Prior based Single Image Dehazing of Daylight Captures
    Ajith, Athira P.
    Vidyamol, K.
    Devassy, Binet Rose
    Manju, P.
    2023 ADVANCED COMPUTING AND COMMUNICATION TECHNOLOGIES FOR HIGH PERFORMANCE APPLICATIONS, ACCTHPA, 2023,
  • [37] Single Image Dehazing Algorithm Based on Modified Dark Channel Prior
    Zhou, Hao
    Zhang, Zhuangzhuang
    Liu, Yun
    Xuan, Meiyan
    Jiang, Weiwei
    Xiong, Hailing
    IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2021, E104D (10) : 1758 - 1761
  • [38] Single Image Dehazing with V-transform and Dark Channel Prior
    Xiaochun WANG
    Xiangdong SUN
    Ruixia SONG
    Journal of Systems Science and Information, 2020, 8 (02) : 185 - 194
  • [39] SINGLE IMAGE DEHAZING BASED ON RELIABILITY MAP OF DARK CHANNEL PRIOR
    Kil, Tae Ho
    Lee, Sang Hwa
    Cho, Nam Ik
    2013 20TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP 2013), 2013, : 882 - 885
  • [40] Single image dehazing using gradient channel prior
    Dilbag Singh
    Vijay Kumar
    Manjit Kaur
    Applied Intelligence, 2019, 49 : 4276 - 4293