Laser & Optoelectronics Progress, Volume. 56, Issue 9, 091502(2019)

Hue Preserving Low Illumination Image Enhancement Based on Gene Expression Programming Optimization

Xinyu Jia1, Tingting Li1, Zhaohui Jiang1,2、*, Haiqiu Liu1, and Yuan Rao1,2
Author Affiliations
  • 1 School of Information & Computer, Anhui Agricultural University, Hefei, Anhui 230036, China;
  • 2 Key Laboratory of Technology Integration and Application in Agricultural Internet of Things, Ministry of Agriculture, Hefei, Anhui 230036, China
  • show less
    Figures & Tables(8)
    Flow chart of proposed algorithm
    Experimental objects. (a) Corn; (b) tomato; (c) bamboo 1; (d) bamboo 2
    Control histogram parameter μ
    Comparison of low illumination images processed by different algorithms. (a) Original images; (b) CLAHE algorithm; (c) HF algorithm; (d) MSR algorithm; (e) MSRCR algorithm; (f) proposed algorithm
    Comparison of PSNR under different algorithms
    Comparison of SSIM under different algorithms
    Comparison of QILV under different algorithms
    • Table 1. Objective evaluation results of enhanced images under different algorithms

      View table

      Table 1. Objective evaluation results of enhanced images under different algorithms

      Test imageEvaluation indexEnhanced algorithm
      CLAHEHFMSRMSRCRProposed
      PSNR26.5726.1112.0112.1827.79
      CornSSIM0.530.470.330.340.70
      QILV0.750.910.250.250.93
      PSNR20.8223.4812.4712.7124.44
      TomatoSSIM0.640.850.650.640.85
      QILV0.810.850.460.450.89
      PSNR26.4426.8711.3911.7828.27
      Bamboo 1SSIM0.470.540.350.360.71
      QILV0.690.840.120.130.90
      PSNR22.1625.3511.5011.8327.03
      Bamboo 2SSIM0.320.480.350.360.68
      QILV0.120.760.140.140.88
    Tools

    Get Citation

    Copy Citation Text

    Xinyu Jia, Tingting Li, Zhaohui Jiang, Haiqiu Liu, Yuan Rao. Hue Preserving Low Illumination Image Enhancement Based on Gene Expression Programming Optimization[J]. Laser & Optoelectronics Progress, 2019, 56(9): 091502

    Download Citation

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

    Category: Machine Vision

    Received: Oct. 16, 2018

    Accepted: Dec. 4, 2018

    Published Online: Jul. 5, 2019

    The Author Email: Jiang Zhaohui (jiangzh@ahau.edu.cn)

    DOI:10.3788/LOP56.091502

    Topics