Laser & Optoelectronics Progress, Volume. 58, Issue 14, 1410017(2021)

Feature Constraint CycleGAN for Single Image Dehazing Algorithm

Dianwei Wang1, Shunli Li1、*, Pengfei Han2, Ying Liu1, Jing Jiang1, and Xincheng Ren3
Author Affiliations
  • 1School of Communications and Information Engineering, Xi'an University of Posts and Telecommunications, Xi'an, Shaanxi 710121, China
  • 2Center for AI Research and Innovation, Westlake University, Hangzhou, Zhejiang 310024, China
  • 3School of Physics and Electronic Information, Yan'an University, Yan'an, Shaanxi 716000, China
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    References(16)

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    [8] Ren W Q, Liu S, Zhang H et al. Single image dehazing via multi-scale convolutional neural networks[C]. //Leibe B, Matas J, Sebe N, et al. ECCV 2016: computer vision-ECCV 2016, 154-169(2016).

    [10] Zhu J Y, Park T, Isola P et al. Unpaired image-to-image translation using cycle-consistent adversarial networks[C]. //2017 IEEE International Conference on Computer Vision (ICCV), October 22-29, 2017, Venice, Italy., 2242-2251(2017).

    [12] Ledig C, Theis L, Huszár F et al. Photo-realistic single image super-resolution using a generative adversarial network[C]. //2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), July 21-26, 2017, Honolulu, HI, USA., 105-114(2017).

    [14] Ancuti C, Ancuti C O, de Vleeschouwer C. D-HAZY: a dataset to evaluate quantitatively dehazing algorithms[C]. //2016 IEEE International Conference on Image Processing (ICIP), September 25-28, 2016, Phoenix, AZ, USA, 2226-2230(2016).

    [15] Silberman N, Hoiem D, Kohli P et al. Indoor segmentation and support inference from RGBD images[C]. //Fitzgibbon A, Lazebnik S, Perona P, et al. ECCV 2012: computer vision-ECCV 2012, 746-760(2012).

    [16] Scharstein D, Hirschmüller H, Kitajima Y et al. High-resolution stereo datasets with subpixel-accurate ground truth[M]. //Jiang X Y, Hornegger J, Koch R, et al. GCPR 2014: Pattern Recognition, 31-42(2014).

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    Dianwei Wang, Shunli Li, Pengfei Han, Ying Liu, Jing Jiang, Xincheng Ren. Feature Constraint CycleGAN for Single Image Dehazing Algorithm[J]. Laser & Optoelectronics Progress, 2021, 58(14): 1410017

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    Paper Information

    Category: Image Processing

    Received: Sep. 21, 2020

    Accepted: Nov. 18, 2020

    Published Online: Jun. 30, 2021

    The Author Email: Shunli Li (780953701@qq.com)

    DOI:10.3788/LOP202158.1410017

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