Chinese Journal of Liquid Crystals and Displays, Volume. 39, Issue 4, 482(2024)

Real-time image enhancement based-on improved algorithm of gray-scale equispacing density equalization

Yanchao ZHANG*, Ce GAO, Congcong SONG, Jiaxing XU, and Jie WU
Author Affiliations
  • Changchun Institute of Optics,Fine Mechanics and Physics,Chinese Academy of Sciences,Changchun 130033,China
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    Figures & Tables(15)
    Principle diagram of gray-scale equispacing density equalization
    Original images
    Images enhanced by gray-scale equispacing density equalization algorithm
    Brightness histogram of the original image
    Histogram of image brightness enhanced by gray-scale equispacing density equalization algorithm
    Comparison 1 of image effects before and after excessive enhancement
    Comparison 2 of image effects before and after excessive enhancement
    Image enhancement by improved gray-scale equispacing density equalization algorithm
    Image histogram enhanced by improved gray-scale equispacing density equalization algorithm
    Contrast evaluation
    Comparison 3 of image effects before and after excessive enhancement
    Comparison of enhancement effects in different scenarios
    Comparison of enhancement effects of different algorithms
    • Table 1. Single frame processing time of typical resolution images

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      Table 1. Single frame processing time of typical resolution images

      序号分辨率位深/bit耗时/ms
      1320×25614<1
      2640×51214<2
      3960×54024<8
      41 920×1 08024<32
    • Table 2. Objective evaluation indexes of different algorithms

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      Table 2. Objective evaluation indexes of different algorithms

      增强算法LOEBRISQUENIQETime/s
      对数变换503.2335.213.230.037
      RetinexNet443.2125.343.670.040
      Zero-DCE367.9721.113.110.042
      灰度等间距密度均衡方法310.5417.342.980.032
      本文改进算法215.3415.782.760.018
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    Yanchao ZHANG, Ce GAO, Congcong SONG, Jiaxing XU, Jie WU. Real-time image enhancement based-on improved algorithm of gray-scale equispacing density equalization[J]. Chinese Journal of Liquid Crystals and Displays, 2024, 39(4): 482

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    Paper Information

    Category: Research Articles

    Received: Jun. 8, 2023

    Accepted: --

    Published Online: May. 28, 2024

    The Author Email: Yanchao ZHANG (zhangyanchaomn@126.com)

    DOI:10.37188/CJLCD.2023-0203

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