Haze removal for single image: A comprehensive review

被引:14
作者
Guo, Fan [1 ]
Yang, Jianan [1 ]
Liu, Zhuoqun [1 ]
Tang, Jin [1 ]
机构
[1] Cent South Univ, Sch Automat, Changsha 410083, Peoples R China
关键词
Image dehazing; Enhancement; Restoration; Fusion; Deep learning; CONTRAST ENHANCEMENT; QUALITY ASSESSMENT; HISTOGRAM EQUALIZATION; VISIBILITY; VISION; NETWORK; WEATHER; RESTORATION; FRAMEWORK;
D O I
10.1016/j.neucom.2023.03.061
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Image dehazing is always a hot topic in the field of computer vision since haze has significant impact on the imaging quality of camera. Therefore, many image dehazing methods have been proposed for the past decades. To help researchers who are new to this field quickly figure out the development history as well as the current status of image dehazing, this review analyzes some representative dehazing methods, evaluates their advantages and disadvantages, and most importantly, points out the best dehazing method from different viewpoints. A large quantity of experiments show that AECR-Net can be generally considered to be the best dehazing algorithm and Tarel method can be regarded as the best real-time dehazing method. Besides, the mainstream benchmark, metrics, challenges and opportunities for image dehazing are also discussed in this review. (c) 2023 Elsevier B.V. All rights reserved.
引用
收藏
页码:85 / 109
页数:25
相关论文
共 162 条
  • [1] Ancuti C, 2018, P IEEE C COMP VIS PA, P891
  • [2] NTIRE 2021 NonHomogeneous Dehazing Challenge Report
    Ancuti, Codruta O.
    Ancuti, Cosmin
    Vasluianu, Florin-Alexandru
    Timofte, Radu
    Fu, Minghan
    Liu, Huan
    Yu, Yankun
    Chen, Jun
    Wang, Keyan
    Chang, Jerome
    Wang, Xiyao
    Liu, Jing
    Xu, Yi
    Zhang, Xinjian
    Zhao, Minyi
    Zhou, Shuigeng
    Chen, Tianyi
    Fu, Jiahui
    Jiang, Wentao
    Gao, Chen
    Liu, Si
    Wang, Yudong
    Guo, Jichang
    Li, Chongyi
    Yan, Qixin
    Zheng, Sida
    Zamir, Syed Waqas
    Arora, Aditya
    Dudhane, Akshay
    Khan, Salman
    Hayat, Munawar
    Khan, Fahad Shahbaz
    Shao, Ling
    Zhang, Haichuan
    Guo, Tiantong
    Monga, Vishal
    Yang, Wenjin
    Lin, Jin
    Luo, Xiaotong
    Huang, Guowen
    Chen, Shuxin
    Qu, Yanyun
    Xu, Kele
    Yang, Lehan
    Sun, Pengliang
    Niu, Xuetong
    Zheng, Junjun
    Ruan, Xiaotong
    Wang, Yunfeng
    Yang, Jiang
    [J]. 2021 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION WORKSHOPS, CVPRW 2021, 2021, : 627 - 646
  • [3] NTIRE 2019 Image Dehazing Challenge Report
    Ancuti, Codruta O.
    Ancuti, Cosmin
    Timofte, Radu
    Van Gool, Luc
    Zhang, Lei
    Yang, Ming-Hsuan
    Guo, Tiantong
    Li, Xuelu
    Cherukuri, Venkateswararao
    Monga, Vishal
    Jiang, Hao
    Yang, Siyuan
    Liu, Yan
    Qu, Xiaochao
    Wan, Pengfei
    Park, Dongwon
    Chun, Se Young
    Hong, Ming
    Huang, Jinying
    Chen, Yizi
    Chen, Shuxin
    Wang, Bomin
    Michelini, Pablo Navarrete
    Liu, Hanwen
    Zhu, Dan
    Liu, Jing
    Santra, Sanchayan
    Mondal, Ranjan
    Chanda, Bhabatosh
    Morales, Peter
    Klinghoffer, Tzofi
    Le Manh Quan
    Kim, Yong-Guk
    Liang, Xiao
    Li, Runde
    Pan, Jinshan
    Tang, Jinhui
    Purohit, Kuldeep
    Suin, Maitreya
    Rajagopalan, A. N.
    Schettini, Raimondo
    Bianco, Simone
    Piccoli, Flavio
    Cusano, C.
    Celona, Luigi
    Hwang, Sunhee
    Ma, Yu Seung
    Byun, Hyeran
    Murala, Subrahmanyam
    Dudhane, Akshay
    [J]. 2019 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION WORKSHOPS (CVPRW 2019), 2019, : 2241 - 2253
  • [4] NH-HAZE: An Image Dehazing Benchmark with Non-Homogeneous Hazy and Haze-Free Images
    Ancuti, Codruta O.
    Ancuti, Cosmin
    Timofte, Radu
    [J]. 2020 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION WORKSHOPS (CVPRW 2020), 2020, : 1798 - 1805
  • [5] NTIRE 2020 Challenge on NonHomogeneous Dehazing
    Ancuti, Codruta O.
    Ancuti, Cosmin
    Vasluianu, Florin-Alexandru
    Timofte, Radu
    Liu, Jing
    Wu, Haiyan
    Xie, Yuan
    Qu, Yanyun
    Ma, Lizhuang
    Huang, Ziling
    Deng, Qili
    Chao, Ju-Chin
    Yang, Tsung-Shan
    Chen, Peng-Wen
    Hsu, Po-Min
    Liao, Tzu-Yi
    Sun, Chung-En
    Wu, Pei-Yuan
    Do, Jeonghyeok
    Park, Jongmin
    Kim, Munchurl
    Metwaly, Kareem
    Li, Xuelu
    Guo, Tiantong
    Monga, Vishal
    Yu, Mingzhao
    Cherukuri, Venkateswararao
    Chuang, Shiue-Yuan
    Lin, Tsung-Nan
    Lee, David
    Chang, Jerome
    Wang, Zhan-Han
    Chang, Yu-Bang
    Lin, Chang-Hong
    Dong, Yu
    Zhou, Hongyu
    Kong, Xiangzhen
    Das, Sourya Dipta
    Dutta, Saikat
    Zhao, Xuan
    Ouyang, Bing
    Estrada, Dennis
    Wang, Meiqi
    Su, Tianqi
    Chen, Siyi
    Sun, Bangyong
    de Dravo, Vincent Whannou
    Yu, Zhe
    Narang, Pratik
    Mehra, Aryan
    [J]. 2020 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION WORKSHOPS (CVPRW 2020), 2020, : 2029 - 2044
  • [6] Ancuti CO, 2019, IEEE IMAGE PROC, P1014, DOI [10.1109/icip.2019.8803046, 10.1109/ICIP.2019.8803046]
  • [7] O-HAZE: a dehazing benchmark with real hazy and haze-free outdoor images
    Ancuti, Codruta O.
    Ancuti, Cosmin
    Timofte, Radu
    De Vleeschouwer, Christophe
    [J]. PROCEEDINGS 2018 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION WORKSHOPS (CVPRW), 2018, : 867 - 875
  • [8] Single Image Dehazing by Multi-Scale Fusion
    Ancuti, Codruta Orniana
    Ancuti, Cosmin
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2013, 22 (08) : 3271 - 3282
  • [9] Effective Single Image Dehazing by Fusion
    Ancuti, Codruta Orniana
    Ancuti, Cosmin
    Bekaert, Philippe
    [J]. 2010 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, 2010, : 3541 - 3544
  • [10] I-HAZE: A Dehazing Benchmark with Real Hazy and Haze-Free Indoor Images
    Ancuti, Cosmin
    Ancuti, Codruta O.
    Timofte, Radu
    De Vleeschouwer, Christophe
    [J]. ADVANCED CONCEPTS FOR INTELLIGENT VISION SYSTEMS, ACIVS 2018, 2018, 11182 : 620 - 631