Adaptive Image Dehazing Algorithm Based on Mean Unequal Relation Optimization

被引:6
|
作者
Yang Yan [1 ]
Wang Zhiwei [1 ]
机构
[1] Lanzhou Jiaotong Univ, Sch Elect & Informat Engn, Lanzhou 730070, Peoples R China
基金
中国国家自然科学基金;
关键词
Image restoration; Dehazing; Dark Channel Prior (DCP); Transmission; Atmospheric scattering model;
D O I
10.11999/JEIT190368
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In view of shortcomings of dark channel prior dehazing methods, such as transmission in sky areas is small and halo effects are prone to occur in the edges, this paper proposes a novel and efficient dehazing algorithm. Firstly, the fan-shaped model with dark channel map of haze-free image is established by geometric analysis. Then a new Gaussian mean function is set to estimate the boundary values of the model and its standard deviation is adaptive processing. Mean-value unequal relationship is also introduced to approximate the two-sided boundary, which is used to fit the most excellent dark channel map of haze-free, further obtains the best transmission. At the same time the local atmospheric light is improved to recover the final result. Experimental results show that the proposed method can be widely applied to all kinds of images compared with other classical algorithms. The degree of dehazing is thorough, final result is clear and natural. More importantly, it is favorable for real-time processing that has low time complexity.
引用
收藏
页码:755 / 763
页数:9
相关论文
共 18 条
  • [1] DehazeNet: An End-to-End System for Single Image Haze Removal
    Cai, Bolun
    Xu, Xiangmin
    Jia, Kui
    Qing, Chunmei
    Tao, Dacheng
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2016, 25 (11) : 5187 - 5198
  • [2] Complementary Color Wavelet: A Novel Tool for the Color Image/Video Analysis and Processing
    Chen, Yang
    Li, Dan
    Zhang, Jian Qiu
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2019, 29 (01) : 12 - 27
  • [3] Single image dehazing
    Fattal, Raanan
    [J]. ACM TRANSACTIONS ON GRAPHICS, 2008, 27 (03):
  • [4] Single Image Haze Removal Using Dark Channel Prior
    He, Kaiming
    Sun, Jian
    Tang, Xiaoou
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2011, 33 (12) : 2341 - 2353
  • [5] Guided Image Filtering
    He, Kaiming
    Sun, Jian
    Tang, Xiaoou
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2013, 35 (06) : 1397 - 1409
  • [6] Integrated Enhancement Algorithm for Hazy Image Using Transmittance as Weighting Factor
    Jiang Julang
    Sun Wei
    Wang Zhendong
    Zhu Zhu
    Zheng Jiangyun
    [J]. JOURNAL OF ELECTRONICS & INFORMATION TECHNOLOGY, 2018, 40 (10) : 2388 - 2394
  • [7] [刘海波 Liu Haibo], 2015, [自动化学报, Acta Automatica Sinica], V41, P1264
  • [8] Efficient Image Dehazing with Boundary Constraint and Contextual Regularization
    Meng, Gaofeng
    Wang, Ying
    Duan, Jiangyong
    Xiang, Shiming
    Pan, Chunhong
    [J]. 2013 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV), 2013, : 617 - 624
  • [9] Objective Quality Evaluation of Dehazed Images
    Min, Xiongkuo
    Zhai, Guangtao
    Gu, Ke
    Yang, Xiaokang
    Guan, Xinping
    [J]. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2019, 20 (08) : 2879 - 2892
  • [10] Narasimhan S., 2003, IEEE WORKSH COL PHOT, V6, P1