Advanced Search
Volume 40 Issue 10
Sep.  2018
Turn off MathJax
Article Contents
Julang JIANG, Wei SUN, Zhendong WANG, Zhu ZHU, Jiangyun ZHENG. Integrated Enhancement Algorithm for Hazy Image Using Transmittance as Weighting Factor[J]. Journal of Electronics & Information Technology, 2018, 40(10): 2388-2394. doi: 10.11999/JEIT171032
Citation: Julang JIANG, Wei SUN, Zhendong WANG, Zhu ZHU, Jiangyun ZHENG. Integrated Enhancement Algorithm for Hazy Image Using Transmittance as Weighting Factor[J]. Journal of Electronics & Information Technology, 2018, 40(10): 2388-2394. doi: 10.11999/JEIT171032

Integrated Enhancement Algorithm for Hazy Image Using Transmittance as Weighting Factor

doi: 10.11999/JEIT171032
Funds:  The National Natural Science Foundation of China (61701006), The Anhui Natural Science Foundation (1708085QF147), The Natural Science Key Foundation of Anhui Education Committee (KJ2015A234)
  • Received Date: 2017-11-02
  • Rev Recd Date: 2018-07-02
  • Available Online: 2018-07-30
  • Publish Date: 2018-10-01
  • Hazy image enhancement has important practical significance. Since the existing haze removal algorithms have disadvantages in improving the global contrast of images, a novel hazy image enhancement algorithm is presented by integrating advantages of haze removal and histogram equalization. Firstly, the hazy image is processed respectively using guided filtering-based dark channel prior algorithm and HSV space-based histogram equalization algorithm. Then, the output image is obtained by fusing the above two results using weighting factor which is constructed by the revised transmittance map. Simulation results show that the algorithm has higher standard deviation, average gradient and information entropy than the present hazy removal algorithm, and shows better result of global and local contrast. The running time of the algorithm mainly depends on the process of haze removal, which can meet the real-time requirements for normal size image.
  • loading
  • 吴迪, 朱青松. 图像去雾的最新研究进展[J]. 自动化学报, 2015, 41(2): 221–227 doi: 10.16383/j.aas.2015.c131137

    WU Di and ZHU Qingsong. The latest research progress of image dehazing[J]. Acta Automatica Sinica, 2015, 41(2): 221–227 doi: 10.16383/j.aas.2015.c131137
    艾明晶, 戴隆忠, 曹庆华. 雾天环境下自适应图像增强去雾方法研究[J]. 计算机仿真, 2009, 26(7): 244–247 doi: 10.3969/j.issn.1006-9348.2009.07.062

    AI Mingjing, DAI Longzhong, and CAO Qinghua. A self-adaptation image enhancement method for fog elimination in foggy environment[J]. Computer Simulation, 2009, 26(7): 244–247 doi: 10.3969/j.issn.1006-9348.2009.07.062
    TAN R T. Visibility in bad weather from a single image[C]. Proceedings of the Conference on Computer Vision and Pattern Recognition, Anchorage, USA, 2008: 1–8. doi: 10.1109/CVPR.2008.4587643.
    HE Kaiming, SUN Jian, and TANG Xiaoou. Single image haze removal using dark channel prior[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2011, 33(12): 2341–2353 doi: 10.1109/TPAMI.2010.168
    汤群芳, 杨杰, 刘海波, 等. 基于暗通道先验的单幅图像快速去雾方法[J]. 光子学报, 2017, 46(9): 0910001 doi: 10.3788/gzxb20174609.0910001

    TANG Qunfang, YANG Jie, LIU Haibo, et al. Fast single-image dehazing method based on dark channel prior[J]. Acta Photonica Sinica, 2017, 46(9): 0910001 doi: 10.3788/gzxb20174609.0910001
    肖进胜, 高威, 邹白昱, 等. 基于天空约束暗通道先验的图像去雾[J]. 电子学报, 2017, 45(2): 346–352 doi: 10.3969/j.issn.0372-2112.2017.02.012

    XIAO Jinsheng, GAO Wei, ZOU Baiyu, et al. Image dehazing based on sky-constrained dark channel prior[J]. Acta Electronica Sinica, 2017, 45(2): 346–352 doi: 10.3969/j.issn.0372-2112.2017.02.012
    陈丹丹, 陈莉, 张永新, 等. 修正大气耗散函数的单幅图像去 雾[J]. 中国图象图形学报, 2017, 22(6): 787–796 doi: 10.11834/jig.160616

    CHEN Dandan, CHEN Li, ZHANG Yongxin, et al. Single-image dehazing algorithm to correct atmosphere veil[J]. Journal of Image and Graphics, 2017, 22(6): 787–796 doi: 10.11834/jig.160616
    王伟鹏, 戴声奎. 结合图像融合与分割的快速去雾[J]. 中国图象图形学, 2014, 19(8): 1155–1161 doi: 10.11834/jig.20140806

    WANG Weipeng and DAI Shengkui. Fast haze removal method based on image fusion and segmentation[J]. Journal of Image and Graphics, 2014, 19(8): 1155–1161 doi: 10.11834/jig.20140806
    邢晓敏, 刘威. 雾天交通场景中单幅图像去雾[J]. 中国图象图形学报, 2016, 21(11): 1440–1447 doi: 10.11834/jig.20161103

    XING Xiaomin and LIU Wei. Removal for single traffic image[J]. Journal of Image and Graphics, 2016, 21(11): 1440–1447 doi: 10.11834/jig.20161103
    赵锦威, 沈逸云, 刘春晓, 等. 暗通道先验图像去雾的大气光校验和光晕消除[J]. 中国图象图形学报, 2016, 21(9): 1221–1228 doi: 10.11834/jig.20160911

    ZHAO Jinwei, SHEN Yiyun, LIU Chunxiao, et al. Dark channel prior-based image dehazing with atmospheric light validation and halo elimination[J]. Journal of Image and Graphics, 2016, 21(9): 1221–1228 doi: 10.11834/jig.20160911
    代书博, 徐伟, 朴永杰, 等. 基于暗原色先验的遥感图像去雾方法[J]. 光学学报, 2017, 37(3): 348–354 doi: 10.3788/aos01737.038002

    DAI Shubo, XU Wei, PIAO Yongjie, et al. Remote sensing image defogging based on dark channel prior[J]. Acta Optica Sinica, 2017, 37(3): 348–354 doi: 10.3788/aos01737.038002
    HUANG S C, CHEN B H, and WANG W J. Visibility restoration of single hazy images captured in real-world weather conditions[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2014, 24(10): 1814–1824 doi: 10.1109/TCSVT.2014.2317854
    杨爱萍, 王南, 庞彦伟, 等. 人工光源条件下夜间雾天图像建模及去雾[J]. 电子与信息学报, 2018, 40(6): 1330–1337 doi: 10.11999/JEIT170704

    YANG Aiping, WANG Nan, PANG Yanwei, et al. Nighttime haze removal based on new imaging model with artificial light sources[J]. Journal of Electronics&Information Technology, 2018, 40(6): 1330–1337 doi: 10.11999/JEIT170704
    FATTAL R. Signal image dehazing[J]. ACM Transactions on Graphics, 2008, 27(3): 721–728 doi: 10.1145/1360612.1360671
    HE Kaiming, SUN Jian, and TANG Xiaoou. Guided image filtering[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2013, 35(6): 1397–1409 doi: 10.1109/TPAMI.2012.213
    庞春莹, 嵇晓强, 孙丽娜, 等. 一种改进的图像快速去雾新方 法[J]. 光子学报, 2013, 42(7): 872–877 doi: 10.3788/gzxb20134207.0872

    PANG Chunying, JI Xiaoqiang, SUN Lina, et al. An improved method of image fast defogging[J]. Acta Photonica Sinica, 2013, 42(7): 872–877 doi: 10.3788/gzxb20134207.0872
    张登银, 鞠铭烨, 王雪梅. 一种基于暗通道先验的快速图像去雾算法[J]. 电子学报, 2015, 43(7): 1437–1443 doi: 10.3969/j.issn.0372-2112.2015.07.029

    ZHANG Dengyin, JU Mingye, and WANG Xuemei. A fast image haze removal algorithm using dark channel prior[J]. Acta Electronica Sinica, 2015, 43(7): 1437–1443 doi: 10.3969/j.issn.0372-2112.2015.07.029
  • 加载中

Catalog

    通讯作者: 陈斌, bchen63@163.com
    • 1. 

      沈阳化工大学材料科学与工程学院 沈阳 110142

    1. 本站搜索
    2. 百度学术搜索
    3. 万方数据库搜索
    4. CNKI搜索

    Figures(2)  / Tables(1)

    Article Metrics

    Article views (1895) PDF downloads(85) Cited by()
    Proportional views
    Related

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return