Laser & Optoelectronics Progress, Volume. 58, Issue 4, 0410004(2021)

Adaptive Image Defogging Algorithm Combining Multi-Scale Retinex and Dark Channel

Jing Peng, Fengjin Xue*, and Yubin Yuan
Author Affiliations
  • School of Electronics and Information Engineering, Lanzhou Jiaotong University, Lanzhou, Gansu 730070, China
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    Figures & Tables(9)
    Flowchart of proposed algorithm
    Transmittance images after processing by different methods. (a) Hazy images; (b) Ref. [8]; (c) rough estimations of transmittance; (d) transmittance optimization
    Effect of different algorithms for processing close-range images. (a) Original images; (b) Ref. [7]; (c) Ref. [8]; (d) Ref. [9]; (e) Ref. [12]; (f) proposed algorithm
    Effect of different algorithms for processing alternating near-and-far images. (a) Original images; (b) Ref. [7]; (c) Ref. [8]; (d) Ref. [9]; (e) Ref. [12]; (f) proposed algorithm
    Effect of different algorithms for processing perspective images. (a) Original images; (b) Ref. [7]; (c) Ref. [8]; (d) Ref. [9]; (e) Ref. [12]; (f) proposed algorithm
    • Table 1. p values of processing different images by different algorithms

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      Table 1. p values of processing different images by different algorithms

      ImageRef. [7]Ref. [8]Ref. [9]Ref. [12]Proposed
      algorithm
      10.09970.08670.03180.01480.1143
      20.24920.29940.10210.17750.4928
      30.34850.3967-0.00210.12800.3821
      40.31150.1456-0.07890.05530.2071
      50.0852-0.0266-0.13920.08490.1729
      60.14510.0823-0.00700.06270.1423
      7-0.0350-0.0150-0.20820.04120.1095
      Mean0.17200.1384-0.04310.08060.2316
    • Table 2. t values of processing different images by different algorithms

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      Table 2. t values of processing different images by different algorithms

      ImageRef. [7]Ref. [8]Ref. [9]Ref. [12]Proposed
      algorithm
      11.22961.17881.01591.06571.3386
      21.11381.15961.06851.22691.6675
      31.18591.17611.11691.17511.5083
      41.11041.07740.90771.16791.6777
      51.18141.03410.81251.16251.5929
      61.13711.07501.02291.13971.3475
      71.09391.12300.97991.11591.8649
      Mean1.15031.11770.98921.15051.5711
    • Table 3. PSNR of processing different images by different algorithms

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      Table 3. PSNR of processing different images by different algorithms

      ImageRef. [7]Ref. [8]Ref. [9]Ref. [12]Proposed algorithm
      161.251361.472362.100365.699362.1086
      255.829857.006958.650158.699563.4518
      358.026158.003361.220464.664861.8904
      459.177455.510060.111865.461763.4308
      560.900559.618461.032567.016262.3975
      660.542459.589961.484668.123863.3756
      759.099260.107061.411866.090460.2116
      Mean59.261058.758360.858865.108062.4095
    • Table 4. Running time of processing different images by different algorithms unit: s

      View table

      Table 4. Running time of processing different images by different algorithms unit: s

      ImageRef. [7]Ref. [8]Ref. [9]Ref. [12]Proposed algorithm
      10.50690.09322.58091.50181.1069
      21.15120.08412.20401.77271.1731
      30.59560.25061.41603.88092.3102
      40.47690.13911.57321.99011.2699
      50.43510.04841.61500.76550.7919
      60.43990.08641.90041.37911.0923
      70.40360.05801.05590.60430.5253
      Mean0.57270.10851.76361.69921.1814
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    Jing Peng, Fengjin Xue, Yubin Yuan. Adaptive Image Defogging Algorithm Combining Multi-Scale Retinex and Dark Channel[J]. Laser & Optoelectronics Progress, 2021, 58(4): 0410004

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    Paper Information

    Category: Image Processing

    Received: Jun. 28, 2020

    Accepted: Aug. 3, 2020

    Published Online: Feb. 8, 2021

    The Author Email: Xue Fengjin (459677370@qq.com)

    DOI:10.3788/LOP202158.0410004

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