Single image dehazing using elliptic curve scattering model

被引:7
作者
Yang, Yan [1 ]
Liu, Ce [1 ]
机构
[1] Lanzhou Jiaotong Univ, Sch Elect & Informat Engn, Lanzhou, Peoples R China
基金
中国国家自然科学基金;
关键词
Image dehazing; Multiple scattering effects; Elliptic curve scattering model; Scene albedo; Scene depth; ENHANCEMENT;
D O I
10.1007/s11760-021-01876-8
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
Images obtained in hazy environments present the phenomenon of low contrast, low saturation, and hue offset. Therefore, the main requirements for a dehazing system are accurate color restoration effects and high visual range. In this paper, an improved atmospheric scattering model based on elliptic curve is proposed to remove haze from a single image. Traditional atmospheric scattering model is improved in the following two aspects. Because of uneven illumination in hazy environment, scene incident light is improved by localized operation to replace the global atmospheric light. Considering multiple scattering effects of reflected light, the scene albedo is refined into two parts, the direct transmission item and the indirect transmission item. An elliptic curve model is established to adaptively estimate weights of the two terms. Thus, the reflected light under different conditions of depth and fog density is finely described. Experimental results show that our method achieves good visual performance. Compared with current methods, the indicator of image visibility and visual contrast increased by 40% and 86.6% on average.
引用
收藏
页码:1443 / 1451
页数:9
相关论文
共 30 条
  • [1] Ancuti C, 2016, IEEE IMAGE PROC, P2226, DOI 10.1109/ICIP.2016.7532754
  • [2] [Anonymous], 2013, APPL MATH SCI
  • [3] Image Dehazing Based on Accurate Estimation of Transmission in the Atmospheric Scattering Model
    Bi, Guoling
    Ren, Jianyue
    Fu, Tianjiao
    Nie, Ting
    Chen, Changzheng
    Zhang, Nan
    [J]. IEEE PHOTONICS JOURNAL, 2017, 9 (04):
  • [4] 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
  • [5] [陈功 CHEN Gong], 2008, [中国图象图形学报, Journal of Image and Graphics], V13, P888
  • [6] Dehazing Using Color-Lines
    Fattal, Raanan
    [J]. ACM TRANSACTIONS ON GRAPHICS, 2014, 34 (01):
  • [7] An Investigation of Dehazing Effects on Image and Video Coding
    Gibson, Kristofor B.
    Vo, Dung T.
    Nguyen, Truong Q.
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2012, 21 (02) : 662 - 673
  • [8] Hautiere Nicolas, 2008, Image Analysis & Stereology, V27, P87, DOI 10.5566/ias.v27.p87-95
  • [9] 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
  • [10] Guided Image Filtering
    He, Kaiming
    Sun, Jian
    Tang, Xiaoou
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2013, 35 (06) : 1397 - 1409