• Laser & Optoelectronics Progress
  • Vol. 58, Issue 14, 1410017 (2021)
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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    DOI: 10.3788/LOP202158.1410017 Cite this Article Set citation alerts
    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 Copy Citation Text show less
    MSE scatter plot of H channel in 1492 image pairs
    Fig. 1. MSE scatter plot of H channel in 1492 image pairs
    Structure of overall network. (a) Forward; (b) reverse
    Fig. 2. Structure of overall network. (a) Forward; (b) reverse
    Structure of generate network
    Fig. 3. Structure of generate network
    Structure of discriminant network
    Fig. 4. Structure of discriminant network
    Comparison of dehazing results by different algorithms
    Fig. 5. Comparison of dehazing results by different algorithms
    Comparison of dehazing performance between CycleGAN algorithm and the proposed algorithm
    Fig. 6. Comparison of dehazing performance between CycleGAN algorithm and the proposed algorithm
    MethodDCPCAPDehazeNetMSCNNCycleGANOurs
    PSNR11.0812.8912.9413.2611.5713.68
    SSIM0.650.660.700.690.550.70
    Table 1. Average PSNR/SSIM values for test set
    MethodDCPCAPDehazeNetMSCNNCycleGANOurs
    PSNR12.0214.1613.5913.5511.3014.32
    SSIM0.690.760.750.730.340.73
    Table 2. Average PSNR/SSIM values for Middelbury dataset
    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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