Laser & Optoelectronics Progress, Volume. 57, Issue 16, 161010(2020)

Underwater Image Enhancement Algorithm Based on Fusion of High and Low Frequency Components

Peiyu Zou, Weidong Zhang*, Jinyu Shi, and Jingchun Zhou
Author Affiliations
  • School of Information Science and Technology, Dalian Maritime University, Dalian, Liaoning 116026, China
  • show less
    Figures & Tables(14)
    Process of underwater image enhancement
    Extraction results of original images. (a) Original images; (b) reflection components; (c) incident components
    Comparison of stretching images by using CLAHE algorithm. (a) Images before contrast stretching; (b) images after contrast stretching
    Images of guided filtering after noise removal. (a) Reflection component after stretching; (b) guided filtering images after noise removal
    Results of extracting details by Gaussian difference. (a) High frequency information of images; (b) details of high frequency information; (c) low frequency information of images; (d) details of low frequency information
    Fusion results of high and low frequency information. (a) Original images; (b) fused images
    Contrast before and after color compensation. (a) Images before color compensation; (b) images after color compensation
    Color-corrected images with different D values. (a) Original image; (b) 1.4; (c) 1.6; (d) 1.8; (e) 2.0; (f) 2.2
    Color recovery test. (a) Standard color palette; (b) original images; (c) Ref. [10]; (d) Ref. [12]; (e) Ref. [14]; (f) Ref. [15]; (g) proposed algorithm
    Different underwater image clearing algorithms process results. (a) Original images; (b) Ref. [10]; (c) Ref. [12]; (d) Ref. [14]; (e) Ref. [15]; (f) proposed algorithm
    Application test results. (a) Original images; (b) Ref. [10]; (c) Ref. [12]; (d) Ref. [14]; (e) Ref. [15]; (f) proposed algorithm
    • Table 1. IE and UIQM indicators corresponding to different D values

      View table

      Table 1. IE and UIQM indicators corresponding to different D values

      DIEUIQM
      1.47.184.22
      1.67.554.23
      1.87.714.23
      2.02.27.757.714.374.32
    • Table 2. Comparison of evaluation indexes of different algorithms for image processing

      View table

      Table 2. Comparison of evaluation indexes of different algorithms for image processing

      ImageRef. [10]Ref. [12]Ref. [14]
      AGIEUIQMUCIQEAGIEUIQMUCIQEAGIEUIQMUCIQE
      12.436.060.400.4721.947.440.740.5253.197.623.910.394
      24.207.480.890.4101.857.550.390.4503.477.644.720.439
      33.487.623.290.5512.527.432.400.5223.087.573.690.559
      43.187.322.700.5232.747.282.020.4992.617.492.180.509
      56.407.524.070.5796.997.575.360.6525.247.543.220.577
      62.837.363.560.5783.467.564.000.5972.737.453.180.572
      74.847.854.320.5874.407.803.460.5723.797.642.820.530
      83.576.963.450.4822.126.764.240.3763.017.104.110.458
      Average3.877.272.840.5233.257.422.830.5243.397.513.480.505
      ImageRef. [15]Proposed algorithm
      AGIEUIQMUCIQEAGIEUIQMUCIQE
      13.977.534.530.3896.907.684.390.625
      24.627.584.710.4458.177.684.720.671
      34.557.464.660.5468.357.604.930.648
      44.277.194.330.5489.287.604.510.700
      58.107.465.010.59813.987.564.390.664
      63.357.154.160.5237.117.754.370.681
      76.047.714.650.5768.837.644.910.632
      82.816.153.690.4149.537.194.420.663
      Average4.717.284.470.5059.027.584.580.661
    • Table 3. Comparison of running time of different algorithms

      View table

      Table 3. Comparison of running time of different algorithms

      Resolution /(pixel×pixel)Time /s
      Ref. [10]Ref. [12]Ref. [14]Ref. [15]Proposed algorithm
      550×41228.521.240.260.390.60
      915×762234.593.770.700.991.82
      946×70690.253.680.670.991.75
      1024×7681.524.350.801.021.95
      1037×7781.624.400.951.102.11
    Tools

    Get Citation

    Copy Citation Text

    Peiyu Zou, Weidong Zhang, Jinyu Shi, Jingchun Zhou. Underwater Image Enhancement Algorithm Based on Fusion of High and Low Frequency Components[J]. Laser & Optoelectronics Progress, 2020, 57(16): 161010

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category: Image Processing

    Received: Dec. 4, 2019

    Accepted: Jan. 6, 2020

    Published Online: Aug. 5, 2020

    The Author Email: Weidong Zhang (zwd@dlmu.edu.cn)

    DOI:10.3788/LOP57.161010

    Topics