Laser & Optoelectronics Progress, Volume. 60, Issue 10, 1010005(2023)

Fog Simulation Method Based on Depth Estimation

Liang Li, Qing Ye*, Jianping Liu, and Yuze Liu
Author Affiliations
  • School of Electrical and Information Engineering, Changsha University of Science and Technology, Changsha 410114, Hunan, China
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    Figures & Tables(16)
    Self-supervised monocular depth estimation framework
    Fog simulation process
    Images without improvement. (a) Clear image; (b) depth map; (c) fog simulation image
    Images with pretreatment. (a) Clear image; (b) depth map; (c) fog simulation image
    Images with improvement . (a) Clear image; (b) depth map; (c) fog simulation image
    Clear image without fog simulation
    Visibility at 100 m
    Visibility at 250 m
    Visibility at 550 m
    Visibility at 1200 m
    Real fog image. (a) Visibility of 200 m; (b) visibility of 600 m; (c) visibility of 1700 m
    Simulated fog image. (a) Visibility of 200 m; (b) visibility of 600 m; (c) visibility of 1700 m
    Curve of simulated fog error rate varying with visibility
    • Table 1. Image evaluation mean

      View table

      Table 1. Image evaluation mean

      Evaluating indicatorBRISQUENIQEPIQE
      Original28.83.152.4
      Pretreatment25.71.921.7
      Improvement25.31.921.4
    • Table 2. Relationship of visibility and fog concentration

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      Table 2. Relationship of visibility and fog concentration

      CategoryDense fogBig fogModerate fogMist
      Visibility /km<0.20.2-0.50.5-1.01.0-5.0
    • Table 3. Comparison of evaluation indicators

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      Table 3. Comparison of evaluation indicators

      Visibility /mCategoryLaplacianSMD /107SMD2 /107EntropyEs /%
      200Real fog97.50.4451.2664.511
      Simulated fog92.30.4491.3144.009
      Ei /%5.330.893.7911.135.28
      600Real fog170.20.9252.1914.939
      Simulated fog159.70.8732.5224.979
      Ei6.17%5.62%15.11%0.81%6.93
      1700Real fog591.41.2145.6935.206
      Simulated fog586.61.3425.9724.726
      Ei0.81%10.54%4.90%9.22%6.36
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    Liang Li, Qing Ye, Jianping Liu, Yuze Liu. Fog Simulation Method Based on Depth Estimation[J]. Laser & Optoelectronics Progress, 2023, 60(10): 1010005

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    Paper Information

    Category: Image Processing

    Received: Dec. 15, 2021

    Accepted: Feb. 14, 2022

    Published Online: May. 17, 2023

    The Author Email: Qing Ye (1277327164@qq.com)

    DOI:10.3788/LOP213247

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