Acta Optica Sinica, Volume. 37, Issue 11, 1110001(2017)

Single Image Dehazing Algorithm Based On Non-Local Prior

Yayun Dong, Duyan Bi*, Linyuan He, and Shiping Ma
Author Affiliations
  • College of Aeronautics and Astronautics Engineering, Air Force Engineering University, Xi'an, Shaanxi 710038, China
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    Figures & Tables(10)
    Non-local image dehazing. (a) Haze-free image and corresponding clusters; (b) hazy image and corresponding haze-lines
    Haze-lines. (a) Haze image; (b) pixels marked in the original image formed a haze-line in RGB color space
    Estimation of initial transmission. (a) Haze image; (b) r(x); (c) r^max(x); (d) t~(x)
    Dehazing results using existing algorithms. (a) Initial haze image; (b) dehazing image of Ref. [11] method; (c) dehazing image of Ref. [13] method
    Comparison of the transmission optimization and the dehazing results. (a) Haze image; (b) Ref. [10] algorithm; (c) Ref. [9] algorithm; (d) proposed algorithm
    Dehazing results using different algorithms.(a) Haze images; (b) Ref. [10] algorithm; (c) Ref. [11] algorithm; (d) Ref. [9] algorithm; (e) Ref. [13] algorithm; (f) proposed algorithm
    Comparison of the edge regions. (a) Haze image; (b) Ref. [10] algorithm; (c) Ref. [13] algorithm; (d) Ref. [27] algorithm; (e) proposed algorithm
    • Table 1. Entropy of the images in Fig. 6

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      Table 1. Entropy of the images in Fig. 6

      ImageInput imageRef. [10] algorithmRef. [9] algorithmRef. [11] algorithmRef. [13] algorithmProposed algorithm
      17.41807.33735.83727.43907.34297.5031
      27.45947.53744.55187.36287.55397.6932
      37.06157.67214.41507.24197.67217.6721
      47.66606.89684.79897.18747.06147.9609
      57.64237.70425.03737.59107.66297.7446
    • Table 2. PSNR of the images in Fig. 6

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      Table 2. PSNR of the images in Fig. 6

      ImageRef. [10] algorithmRef. [9] algorithmRef. [11] algorithmRef. [13] algorithmProposed algorithm
      117.05129.279216.858917.109518.6577
      221.82797.902412.826522.011324.1207
      318.04347.266411.522218.043418.2991
      413.58579.070114.168114.416114.6647
      516.60958.536914.392616.279517.5110
    • Table 3. Comparison of running time with different algorithmss

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      Table 3. Comparison of running time with different algorithmss

      ImageRef. [10] algorithmRef. [9] algorithmRef. [11] algorithmRef. [13] algorithmProposed algorithm
      1108.8943105.263835.098510.33964.2958
      223.803122.201630.17161.30861.0075
      348.652840.451927.28802.97832.2884
      453.503948.24139.74852.67322.1691
      550.652742.584636.32872.52901.4412
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    Yayun Dong, Duyan Bi, Linyuan He, Shiping Ma. Single Image Dehazing Algorithm Based On Non-Local Prior[J]. Acta Optica Sinica, 2017, 37(11): 1110001

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    Paper Information

    Category: Image Processing

    Received: May. 12, 2017

    Accepted: --

    Published Online: Sep. 7, 2018

    The Author Email: Bi Duyan (biduyan@126.com)

    DOI:10.3788/AOS201737.1110001

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