Laser & Optoelectronics Progress, Volume. 58, Issue 20, 2010011(2021)

Research of Dehazing Algorithm Based on Dark Channel Prior

Hengfei Pu, Zhen Li, and Liangrong Li*
Author Affiliations
  • College of Big Data and Information Engineering, Guizhou University, Guiyang, Guizhou 550025, China
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    Figures & Tables(7)
    Flow chart of the improved DCP algorithm
    Transmission optimization process based on MLP
    Transmittance diagrams obtained by different algorithms. (a) Foggy graph; (b) algorithm in Ref. [5]; (c) our algorithm
    MSE after training with different MLP structures
    Dehazing results of different algorithms. (a) Foggy graph; (b) Ref. [5]; (c) Ref. [6]; (d) Ref. [7]; (e) Ref. [9]; (f) our algorithm
    • Table 1. PSNR and SSIM of images restored by different algorithms

      View table

      Table 1. PSNR and SSIM of images restored by different algorithms

      ImageRef.[5]Ref.[6]Ref.[7]Ref.[9]Ours
      PSNR /dBSSIMPSNR /dBSSIMPSNR /dBSSIMPSNR /dBSSIMPSNR /dBSSIM
      Fig.5(a1)10.2230.59712.2920.76816.5610.85114.7930.78516.8470.865
      Fig.5(a2)14.6220.75917.4250.84621.3790.92418.6140.77621.6010.938
      Fig.5(a3)14.8030.77118.8070.85521.1390.91116.4900.72221.4370.935
      Fig.5(a4)15.0250.77618.5940.89520.7690.82515.8860.83521.1470.885
      Fig.5(a5)16.1370.80417.7040.84520.9010.93216.6430.76121.3290.958
      Fig.5(a6)16.2150.83316.9100.62020.4190.77116.4580.73621.5270.862
      Average14.5040.75616.9550.80420.1940.86916.4800.76920.6480.907
    • Table 2. Average gradient and time of different algorithms

      View table

      Table 2. Average gradient and time of different algorithms

      ImageRef.[5]Ref.[6]Ref.[7]Ref.[9]Ours
      AGTime /sAGTime /sAGTime /sAGTime /sAGTime /s
      Fig.5(a1)0.0208.2610.0153.4890.0171.6670.0243.5990.0223.151
      Fig.5(a2)0.0317.9830.0303.3190.0291.3910.0423.0670.0433.144
      Fig.5(a3)0.0308.9630.0313.4450.0301.6030.0453.4530.0382.512
      Fig.5(a4)0.0518.2450.0443.3990.0471.5710.0573.3460.0553.142
      Fig.5(a5)0.0289.1820.0263.4850.0281.6520.0373.3760.0283.175
      Fig.5(a6)0.0227.9930.0243.0010.0241.4190.0433.4930.0263.146
      Average0.0308.4370.0283.3560.0291.5500.0413.3890.0473.045
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    Hengfei Pu, Zhen Li, Liangrong Li. Research of Dehazing Algorithm Based on Dark Channel Prior[J]. Laser & Optoelectronics Progress, 2021, 58(20): 2010011

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    Paper Information

    Category: Image Processing

    Received: Nov. 25, 2020

    Accepted: Jan. 6, 2021

    Published Online: Oct. 13, 2021

    The Author Email: Li Liangrong (lrli@gzu.edu.cn)

    DOI:10.3788/LOP202158.2010011

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