• Acta Optica Sinica
  • Vol. 37, Issue 11, 1110001 (2017)
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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    DOI: 10.3788/AOS201737.1110001 Cite this Article Set citation alerts
    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 Copy Citation Text show less
    Non-local image dehazing. (a) Haze-free image and corresponding clusters; (b) hazy image and corresponding haze-lines
    Fig. 1. 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
    Fig. 2. 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)
    Fig. 3. 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
    Fig. 4. 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
    Fig. 5. 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
    Fig. 6. 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
    Fig. 7. Comparison of the edge regions. (a) Haze image; (b) Ref. [10] algorithm; (c) Ref. [13] algorithm; (d) Ref. [27] algorithm; (e) proposed algorithm
    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 1. Entropy 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 2. PSNR of the images in Fig. 6
    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
    Table 3. Comparison of running time with different algorithmss
    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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