Single Image Haze Removal Based on Concentration Scale Prior

被引:0
|
作者
Li, Dongyang [1 ]
Tang, Guiying [1 ]
Zhao, Li [2 ]
Zhang, Xiaoqin [2 ]
Ye, Xiuzi [2 ]
机构
[1] Wenzhou Univ, Coll Math & Phys, Wenzhou, Zhejiang, Peoples R China
[2] Wenzhou Univ, Coll Comp Sci & Artificial Intelligence, Wenzhou, Zhejiang, Peoples R China
来源
2020 5TH INTERNATIONAL CONFERENCE ON COMPUTER AND COMMUNICATION SYSTEMS (ICCCS 2020) | 2020年
基金
中国国家自然科学基金;
关键词
dehaze; gamma transformation; prior; concentration;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Haze is a major degradation factor in outdoor images. Removing haze from a single image is an ill-posed problem and the performance of existing prior-based image dehazing methods is limited by the effectiveness of hand-designed features. In this paper, new dehazing method is introduced which is refined using gamma transformation and does not utilize the traditional atmospheric scattering model. The proposed method restores haze-free images without reference to corresponding clear image or estimating a depth-dependent transmission map. A novel, simple and powerful Concentration Scale Prior (CSP) is then utilized for haze removal in a single haze image to enhance gamma transformation, and its performance is verified. Experimental results show that the proposed approach achieves superior dehazing performance compared to current state-of-the-art methods.
引用
收藏
页码:309 / 313
页数:5
相关论文
共 50 条
  • [31] Super-pixel Based Single Image Haze Removal
    Yang, Minmin
    Li, Zhengguo
    Liu, Jianchang
    PROCEEDINGS OF THE 28TH CHINESE CONTROL AND DECISION CONFERENCE (2016 CCDC), 2016, : 1965 - 1969
  • [32] Superpixel-Based Single Nighttime Image Haze Removal
    Yang, Minmin
    Liu, Jianchang
    Li, Zhengguo
    IEEE TRANSACTIONS ON MULTIMEDIA, 2018, 20 (11) : 3008 - 3018
  • [33] Single Image Haze Removal Using Dark Channel Prior and Fields of Experts Model
    Zhou, Pucheng
    Zhou, Yuan
    2014 11TH INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY (FSKD), 2014, : 820 - 824
  • [34] Fast Haze Removal for a Single Remote Sensing Image Using Dark Channel Prior
    Long, Jiao
    Shi, Zhenwei
    Tang, Wei
    PROCEEDINGS OF INTERNATIONAL CONFERENCE ON COMPUTER VISION IN REMOTE SENSING, 2012, : 132 - 135
  • [35] Single image fast dehazing based on haze density classification prior
    Yang, Yan
    Zhang, Jinlong
    Wang, Zhiwei
    Zhang, Haowen
    EXPERT SYSTEMS WITH APPLICATIONS, 2023, 232
  • [36] Image-Based Automated Haze Removal Using Dark Channel Prior
    Uddin, Mohammad Shorif
    Gautam, Bishal
    Sarker, Aditi
    Akter, Morium
    Haque, Mohammad Reduanul
    2017 IEEE REGION 10 HUMANITARIAN TECHNOLOGY CONFERENCE (R10-HTC), 2017, : 412 - 415
  • [37] Haze Removal for a Single Remote Sensing Image Based on Deformed Haze Imaging Model
    Pan, Xiaoxi
    Xie, Fengying
    Jiang, Zhiguo
    Yin, Jihao
    IEEE SIGNAL PROCESSING LETTERS, 2015, 22 (10) : 1806 - 1810
  • [38] Single Image Dehazing Based on Haze Prior Residual Perception Learning
    Wang, Keping
    Liu, Yuxin
    Yang, Yi
    Zhang, Gaopeng
    Qian, Wei
    CIRCUITS SYSTEMS AND SIGNAL PROCESSING, 2025,
  • [39] Image Haze Removal Using Dark Channel Prior and Inverse Image
    Shi, Lei
    Cui, Xiao
    Yang, Li
    Gai, Zhigang
    Chu, Shibo
    Shi, Jing
    2016 INTERNATIONAL CONFERENCE ON MEASUREMENT INSTRUMENTATION AND ELECTRONICS (ICMIE 2016), 2016, 75
  • [40] Multi-Scale Deep Residual Learning-Based Single Image Haze Removal via Image Decomposition
    Yeh, Chia-Hung
    Huang, Chih-Hsiang
    Kang, Li-Wei
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2020, 29 : 3153 - 3167