Laser & Optoelectronics Progress, Volume. 59, Issue 4, 0411001(2022)

Dehazing of Dual Angle Polarization Image Based on Mean Comparison of Quartering Dark Channels

Yufei Meng1,2, Xiaoling Wang1, Chang Liu2、*, and Zhehai Zhou1
Author Affiliations
  • 1School of Instrument Science and Opto Electronic Engineering, Beijing Information Science & Technology University, Beijing 100192, China
  • 2Institute of Applied Mathematics, Beijing Information Science & Technology University, Beijing 100085, China
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    Figures & Tables(10)
    Atmospheric scattering model
    Operation flow of mean comparison method of quarter dark channel method and corresponding result. (a) Quarter dark channel method; (b) the same position of original image
    Polarization images captured when polarizer rotates four fixed angles. (a) 0°; (b) 45°; (c) 90°; (d) 135°
    Output images at each stage in mist for scene 1.(a) I⊥; (b) I∥; (c) dehazing image obtained by single image dark channel method; (d) quarter dark channel process; (e) selection of A∞; (f) dehazing image
    Dehazing effect in mist for scene 2. (a) Synthetic original hazed image; (b) hazed image obtained by quarter dark channel mean comparison method; (c) hazed image obtained by single image dark channel method; (d)‒(f) local enlarged images of Figs. 5(a)‒5(c)
    Dehazing effect under dense haze for scene 3. (a) Synthetic dense haze image; (b) preliminary defogging effect; (c) dehazing local magnification; (d) corrected dehazing effect; (e) local amplification after correction; (f) single image dark channel dehazing
    Dehazing effect under dense haze for scene 4. (a) Image with haze; (b) dehazing image obtained by proposed method; (c) dehazing image obtained by single image dark channel method; (d)~(f) enlargement images of selected boxes in Figs. 7(a)‒(c)
    Comparison of image gray histograms before and after defogging. (a) Before dehazing of scene 1; (b) after dehazing of scene 1; (c) before dehazing of scene 3; (d) after dehazing of scene 3
    • Table 1. Effect of dehazing in mist

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      Table 1. Effect of dehazing in mist

      Image (mist)Image with hazeSingle image dark channelDual images based on quarter dark channel
      NRSS (scene 1)0.103950.119010.11809
      NRSS (scene 2)0.014450.050340.05541
      Mean gradient (scene 1)0.01900.04020.0517
      Mean gradient (scene 2)0.00870.01410.0151
    • Table 2. Effect of dehazing in dense haze

      View table

      Table 2. Effect of dehazing in dense haze

      Image (dense haze)Image with hazeSingle image dark channelDual images based on quarter dark channel
      NRSS (scene 3)0.0671230.0974240.099112
      NRSS (scene 4)0.240010.068070.065991
      Mean gradient (scene 3)0.01270.03950.0684
      Mean gradient (scene 4)0.00660.01870.0204
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    Yufei Meng, Xiaoling Wang, Chang Liu, Zhehai Zhou. Dehazing of Dual Angle Polarization Image Based on Mean Comparison of Quartering Dark Channels[J]. Laser & Optoelectronics Progress, 2022, 59(4): 0411001

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    Paper Information

    Category: Imaging Systems

    Received: Mar. 1, 2021

    Accepted: Mar. 18, 2021

    Published Online: Jan. 25, 2022

    The Author Email: Chang Liu (liuchang@bistu.edu.cn)

    DOI:10.3788/LOP202259.0411001

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