Acta Optica Sinica, Volume. 38, Issue 3, 310001(2018)

Single Image Dehazing Based on Sparse Feature Extraction

Liu Kun, Bi Duyan, Wang Shiping, He Linyuan*, and Gao Shan
Author Affiliations
  • [in Chinese]
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    Figures & Tables(10)
    Schematic of fog degenerate model
    Flow chart of the proposed algorithm
    Schematic of sparse representation model
    Flow chart of parameter solution
    Initial refinement of the medium transmission image. (a) Rough medium transmission image td(x); (b) sample image tg(x); (c) reconstructed image; (d) preliminary optimized image t'd(x)
    Comparison of dehazing effects. (a) Haze image; dehazing effects of (b) Ref. [8-9], (c) Ref. [4], (d) Ref. [5], (e) Ref. [19], and (f) proposed algorithm
    Comparison of the sky regions dehazing effects. (a) Haze image; dehazing effects of (b) Ref. [8-9], (c) Ref. [19], (d) Ref. [20], and (e) proposed algorithms
    Comparison of the detail regions dehazing effects. (a) Haze image; dehazing effects of (b) Ref. [8-9], (c) Ref. [4], (d) Ref. [5], (e) Ref. [19], and (f) proposed algorithm
    • Table 1. Entropies of different images in Fig. 6

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      Table 1. Entropies of different images in Fig. 6

      ImageFig. 6(b)Fig. 6(c)Fig. 6(d)Fig. 6(e)Fig. 6(f)Fig. 6(g)
      Tower6.55247.35906.57606.61405.55757.5483
      Straw7.22576.77026.97737.19666.91157.3948
      House7.24317.11637.45127.22517.33277.3501
      Building7.45947.55397.37236.50387.39327.5618
    • Table 2. PSNR values of the images in Fig. 6

      View table

      Table 2. PSNR values of the images in Fig. 6

      ImageMethod in Ref. [8-9]Method in Ref. [4]Method in Ref. [5]Method in Ref. [19]Proposed algorithm
      Tower11.105613.84488.96349.129516.9610
      Straw13.458916.170118.397013.661719.1550
      House14.857717.376016.260916.582117.8421
      Building24.011313.350614.571019.729823.2430
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    Liu Kun, Bi Duyan, Wang Shiping, He Linyuan, Gao Shan. Single Image Dehazing Based on Sparse Feature Extraction[J]. Acta Optica Sinica, 2018, 38(3): 310001

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    Paper Information

    Category: Image Processing

    Received: Sep. 12, 2017

    Accepted: --

    Published Online: Mar. 20, 2018

    The Author Email: Linyuan He (hal1983@163.com)

    DOI:10.3788/AOS201838.0310001

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