Laser & Optoelectronics Progress, Volume. 57, Issue 16, 161003(2020)

Image Dehazing Algorithm Based on Adaptive Constraint Correction of Transmittance

Zengli Liu and Yu Fu*
Author Affiliations
  • Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, Yunnan 650504, China
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    Figures & Tables(11)
    Scene radiance boundary constraint
    Similarity corresponding to different S values
    Flow chart of the proposed method
    Results of Tian'anmen image. (a) Haze image; (b) result of Ref. [7] algorithm; (c) result of Ref. [8] algorithm; (d) result of Ref. [10] algorithm; (e) result of proposed algorithm
    Results of forest image. (a) Haze image; (b) result of Ref. [7] algorithm; (c) result of Ref. [8] algorithm; (d) result of Ref. [10] algorithm; (e) result of proposed algorithm
    Results of city image. (a) Haze image; (b) result of Ref. [7] algorithm; (c) result of Ref. [8] algorithm; (d) result of Ref. [10] algorithm; (e) result of proposed algorithm
    Results of birds image. (a) Haze image; (b) result of Ref. [7] algorithm; (c) result of Ref. [8] algorithm; (d) result of Ref. [10] algorithm; (e) result of proposed algorithm
    Results of Chongqing image. (a) Haze image; (b) result of Ref. [7] algorithm; (c) result of Ref. [8] algorithm; (d) result of Ref. [10] algorithm; (e) result of proposed algorithm without manual estimation optimization of atmospheric light value; (e) result of proposed algorithm with manual estimation optimization of atmospheric light value
    • Table 1. Information entropy comparison of different algorithms of five images

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      Table 1. Information entropy comparison of different algorithms of five images

      ImageInformation entropy /bits
      Ref. [7]Ref. [8]Ref. [10]Proposed
      Tian'anmen7.2457.2637.2557.291
      Forest7.1127.1206.9537.041
      City7.1407.1436.9687.139
      Birds6.9187.0127.1207.253
      Chongqing7.3517.3627.3587.512
    • Table 2. Contrast ratio comparison of different algorithms of five images

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      Table 2. Contrast ratio comparison of different algorithms of five images

      ImageContrast ratio /%
      Ref. [7]Ref. [8]Ref. [10]Proposed
      Tian'anmen22.14229.09126.86234.340
      Forest19.15820.47247.61119.798
      City21.36329.03143.23338.792
      Birds25.42227.45339.03338.236
      Chongqing29.45332.23941.35136.675
    • Table 3. Running time comparison of different algorithms of five images

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      Table 3. Running time comparison of different algorithms of five images

      ImageRunning time /s
      Ref. [7]Ref. [8]Ref. [10]Proposed
      Tian'anmen1.835.032.451.98
      Forest1.153.471.601.23
      City1.343.512.141.59
      Birds1.574.121.821.38
      Chongqing2.646.213.262.89
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    Zengli Liu, Yu Fu. Image Dehazing Algorithm Based on Adaptive Constraint Correction of Transmittance[J]. Laser & Optoelectronics Progress, 2020, 57(16): 161003

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    Paper Information

    Category: Image Processing

    Received: Nov. 22, 2019

    Accepted: Dec. 31, 2019

    Published Online: Aug. 5, 2020

    The Author Email: Yu Fu (fy_sunshine@foxmail.com)

    DOI:10.3788/LOP57.161003

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