Laser & Optoelectronics Progress, Volume. 57, Issue 16, 161023(2020)

Single Image Dehazing Based on Superpixel Segmentation Combined with Dark-Bright Channels

Yong Chen* and Chentao Lu
Author Affiliations
  • School of Electronics and Information Engineering, Lanzhou Jiaotong University, Lanzhou, Gansu 730070, China
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    Figures & Tables(8)
    Improvement effect comparison of filtering window. (a) Original hazy image; (b) dark-channel filtering window image; (c) proposed superpixel filtering window image; (d) enlarged image of dark-channel filtering window; (e) enlarged image of proposed superpixel filtering window
    Dark-channel and bright-channel images. (a)(b)(c)(d) Original images; (e)(f)(g)(h) dark-channel images; (i)(j)(k)(l) bright-channel images
    Atmospheric light locations determined by different methods. (a) Hazy images; (b) proposed sky segmentation images; (c) position maps of atmospheric light determined by proposed method; (d) position maps of atmospheric light determined by dark-channel algorithm
    Transmission optimization. (a) Original image; (b) transmission image without optimization; (c) transmission image optimized using guided filter; (d) transmission image optimized using proposed method
    Dehazing results of hazy images with sky areas and depth-of-field changes by different methods. (a) Hazy images; (b) method in Ref. [8]; (c) method in Ref. [9]; (d) method in Ref. [10]; (e) method in Ref. [15]; (f) proposed method
    Dehazing results of hazy images with close views and visions by different methods. (a) Hazy images; (b) method in Ref. [8]; (c) method in Ref. [9]; (d) method in Ref. [10]; (e) method in Ref. [15]; (f) proposed method
    • Table 1. PSNR comparison of different methods

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      Table 1. PSNR comparison of different methods

      Image No.PSNR /dB
      Method in Ref. [8]Method in Ref. [9]Method in Ref. [10]Method in Ref. [15]Proposed method
      113.008013.771314.555121.051021.4901
      217.500223.514120.486118.555223.7525
      315.043620.203117.214719.286520.2212
      416.764117.915016.665618.287618.7368
    • Table 2. AG comparison of different methods

      View table

      Table 2. AG comparison of different methods

      Image No.AG
      Method in Ref. [8]Method in Ref. [9]Method in Ref. [10]Method in Ref. [15]Proposed method
      16.62585.11217.60114.88349.0776
      24.47543.93338.15195.67287.1752
      312.220114.043614.121313.605015.8804
      45.75918.506910.71619.907411.5851
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    Yong Chen, Chentao Lu. Single Image Dehazing Based on Superpixel Segmentation Combined with Dark-Bright Channels[J]. Laser & Optoelectronics Progress, 2020, 57(16): 161023

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    Paper Information

    Category: Image Processing

    Received: Feb. 4, 2020

    Accepted: Mar. 10, 2020

    Published Online: Aug. 5, 2020

    The Author Email: Chen Yong (edukeylab@126.com)

    DOI:10.3788/LOP57.161023

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