Chinese Journal of Liquid Crystals and Displays, Volume. 38, Issue 2, 216(2023)

Multi-scale fusion dehazing network for high-frequency information alignment

Peng-ze LI, Wan LI, and Xuan-de ZHANG*
Author Affiliations
  • School of Electronic Information and Artificial Intelligence,Shaanxi University of Science & Technology,Xi'an 710021,China
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    Figures & Tables(8)
    Relationship between model size and network performance
    Network architecture of HMFS-Net
    Generator and discriminator structure
    Comparison of visual effects on synthetic data
    Comparison of visual effects on real data
    Comparison of visual effects of ablation experiments
    • Table 1. Quantitative analysis results on synthetic data

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      Table 1. Quantitative analysis results on synthetic data

      AOD-NetcGANPMS-NetPFDNBCDPHFMS-Net(Ours)

      PSNR

      SSIM

      28.67

      0.940

      30.30

      0.958

      19.88

      0.727

      30.96

      0.955

      20.58

      0.902

      31.67

      0.971

    • Table 2. Quantitative results of ablation experiments

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      Table 2. Quantitative results of ablation experiments

      Texture-dealSkip-connCascadePSNR
      Model_A×××31.06
      Model_B××31.59
      Model_C×31.62
      Model_D31.67
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    Peng-ze LI, Wan LI, Xuan-de ZHANG. Multi-scale fusion dehazing network for high-frequency information alignment[J]. Chinese Journal of Liquid Crystals and Displays, 2023, 38(2): 216

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    Paper Information

    Category: Research Articles

    Received: Jun. 21, 2022

    Accepted: --

    Published Online: Feb. 20, 2023

    The Author Email: Xuan-de ZHANG (zhangxuande@sust.edu.cn)

    DOI:10.37188/CJLCD.2022-0208

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