• Laser & Optoelectronics Progress
  • Vol. 58, Issue 20, 2010011 (2021)
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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    DOI: 10.3788/LOP202158.2010011 Cite this Article Set citation alerts
    Hengfei Pu, Zhen Li, Liangrong Li. Research of Dehazing Algorithm Based on Dark Channel Prior[J]. Laser & Optoelectronics Progress, 2021, 58(20): 2010011 Copy Citation Text show less
    Flow chart of the improved DCP algorithm
    Fig. 1. Flow chart of the improved DCP algorithm
    Transmission optimization process based on MLP
    Fig. 2. Transmission optimization process based on MLP
    Transmittance diagrams obtained by different algorithms. (a) Foggy graph; (b) algorithm in Ref. [5]; (c) our algorithm
    Fig. 3. Transmittance diagrams obtained by different algorithms. (a) Foggy graph; (b) algorithm in Ref. [5]; (c) our algorithm
    MSE after training with different MLP structures
    Fig. 4. 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
    Fig. 5. Dehazing results of different algorithms. (a) Foggy graph; (b) Ref. [5]; (c) Ref. [6]; (d) Ref. [7]; (e) Ref. [9]; (f) our algorithm
    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 1. PSNR and SSIM of images restored by 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
    Table 2. Average gradient and time of different algorithms
    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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