Acta Optica Sinica, Volume. 38, Issue 4, 0410002(2018)

Study On Image Dehazing Methods Based On Dark Channel Prior

Han Guo, Xiaoting Xu, and Bo Li*
Author Affiliations
  • Department of Applied Physics, College of Science, Zhejiang University of Technology, Hangzhou, Zhejiang 310023, China
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    Figures & Tables(13)
    (a) Original image and haze removal results after select different window sizes of (b) 10, (c) 50, and (d) 100
    (a) Original image and haze removal results after select different ω values of (b) 0.5, (c) 0.75, and (d) 0.95
    Discovery of "halo" phenomenon. (a) Original image; (b) dark channel of original image; (c) transmission ratio image; (d) haze removal result
    "Halo" phenomenon at sky edge. (a) Hazy image; (b) haze removal result
    (a) Hazy image and transmission ratio images with different filtering parameter r values of (b) 1, (c) 37, and (d) 100
    (a) Hazy image and haze removal results with different filtering parameter r values of (b) 1, (c) 37, and (d) 100
    (a) Hazy image and transmission ratio images with different adjustment parameter ε values of (b) 10-1, (c) 10-3, and (d) 10-6
    Comparison of (a) hazy image and (b) haze removal result without special sky treatment
    Haze removal results after sky treatment with different threshold A0 values of (a) 80, (b) 150, (c) 200, (d) 210, (e) 220,; (f) 230, (g) 240, and (h) 255
    Comparison of images with different interpolation methods. (a) Hazy image; (b) nearest neighbour interpolation; (c) bilinear interpolation; (d) cubic convolution interpolation
    Comparison of transmission ratio images (a) without and (b) with interpolation method when N=5
    (a) Original images and haze removal results with different algorithms of (b) histogram equalization, (c) Retinex, (d) He algorithm, (e) He algorithm combined with guided-filter, and (f) proposed algorithm
    • Table 1. Comparison of algorithm processing results

      View table

      Table 1. Comparison of algorithm processing results

      IndexOriginal imageHistogram equalizationRetinexHeHe combined with guided-filterProposed algorithm
      Comentropy5.837.547.17.257.988.03
      Contrast30.0351.4760.2341.4174.7466.65
      Average gradient3.158.418.569.368.8410.12
      Computing time /s0.3814.2342.6720.9260.3815
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    Han Guo, Xiaoting Xu, Bo Li. Study On Image Dehazing Methods Based On Dark Channel Prior[J]. Acta Optica Sinica, 2018, 38(4): 0410002

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    Paper Information

    Category: Image Processing

    Received: Sep. 26, 2017

    Accepted: --

    Published Online: Jul. 10, 2018

    The Author Email: Li Bo (libo@zjut.edu.cn)

    DOI:10.3788/AOS201838.0410002

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