Chinese Journal of Liquid Crystals and Displays, Volume. 38, Issue 11, 1490(2023)

Color evaluation of color image based on color space

Xin ZHANG1、*, Ji-hong QIAO2、*, Hui-yan ZHANG2,3, Yan ZHANG1, Xin ZHANG1, and Ji-ping XU2,3
Author Affiliations
  • 1SHENQI Telecommunication Technology Co.,Ltd.,Lenovo Group,Beijing 100089,China
  • 2School of Computing and Artificial Intelligence,Beijing Technology and Business University,Beijing 100048,China
  • 3Key Laboratory of Industrial Internet and Big Data,China National Light Industry,Beijing Technology and Business University,Beijing 100048,China
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    Figures & Tables(15)
    ColorChecker standard twenty-four color cards
    Overall structure of the algorithm
    Images 1 collected by different mobile phones in the same scene
    Images 2 collected by different mobile phones in the same scene
    Images collected by C3 mobile phone in the different scenes
    Images collected by C3 mobile phone in the different scenes
    Images used for analysis
    • Table 1. RGB value and L*a*b* value of the ColorChecker standard twenty-four color cards

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      Table 1. RGB value and L*a*b* value of the ColorChecker standard twenty-four color cards

      编号/颜色01/Dark skin02/Light skin03/Blue sky04/Foliage05/Blue flower06/Bluish green
      R|L*114|37.54195|65.2093|50.3791|43.13129|55.3497|71.36
      G|a*81|12.02148|14.82122|-1.57108|-14.63128|11.45191|-32.72
      B|b*68|13.33128|17.55156|-21.4365|22.12176|-25.29171|1.64
      编号/颜色07/Orange08/Purplish blue09/Moderate red10/Pruple11/Yellow green12/Orange yellow
      R|L*221|61.3771|40.71193|49.8692|30.12160|72.44228|70.92
      G|a*123|32.8891|16.9182|45.9357|24.91189|-27.46161|15.58
      B|b*48|55.16170|-45.0997|13.88106|-22.6162|58.4741|66.54
      编号/颜色13/Blue14/Green15/Red16/Yellow17/Magenta18/Cyan
      R|L*40|29.6271|55.64174|40.55237|80.98188|51.010|52.12
      G|a*63|21.43150|-40.7651|49.97198|-1.0484|49.88138|-24.61
      B|b*147|-49.0373|33.2757|25.4620|80.03151|-16.93168|-26.18
      编号/颜色19/White(.05*20/Neutral 8(.23*21/Neutral 6.5(.44*22/Neutral 5(.70*23/Neutral 6.5(.44*24/Black
      R|L*245|96.54200|81.27161|66.79121|50.8783|35.6849|20.48
      G|a*245|-0.69202|-0.61163|-0.65121|-0.0684|-0.2249|0.05
      B|b*242|1.35202|-0.24163|-0.43122|-0.2586|-1.2151|-0.97
    • Table 2. Part of the index data of this experiment

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      Table 2. Part of the index data of this experiment

      指标序号F1F2F3F4
      CIQAImatest3.7CIQAImatest3.7CIQAImatest3.7CIQAImatest3.7
      1119.059 0119.400 010.226 410.329 111.504 711.473 70.022 40.015 0
      2115.501 2116.600 010.683 510.697 812.236 612.223 90.022 50.023 0
      75960.049 460.900 019.861 019.906 837.421 737.484 70.015 50.014 0
      76056.856 157.290 020.507 120.533 140.105 740.190 00.025 60.026 0
    • Table 3. Comparison description of the algorithm and Imatest3. 7

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      Table 3. Comparison description of the algorithm and Imatest3. 7

      提取方式时间/min
      CIQAImatest3.7CIQAImatest3.7
      自动提取698张-112-
      手动提取62张760张17437
    • Table 4. Correlation coefficient

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      Table 4. Correlation coefficient

      F1F2F3F4F5F6F7F8
      R0.980.970.990.970.990.991.000.95
    • Table 5. Weight value of subjective and objective indicators

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      Table 5. Weight value of subjective and objective indicators

      w1w2w3w4
      F10.100 00.127 00.113 50.111 8
      F20.250 00.122 80.186 40.184 5
      F30.250 00.122 30.186 20.186 2
      F40.075 00.126 90.101 00.108 3
      F50.075 00.126 30.101 00.092 2
      F60.075 00.125 70.100 40.103 7
      F70.075 00.123 20.099 10.096 5
      F80.100 00.124 80.112 40.116 9
    • Table 6. Normalized index data(different dimensions)

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      Table 6. Normalized index data(different dimensions)

      手机序号F1F2F3F4F5F6F7F8
      C110.066 04.697 011.428 30.076 00.089 00.106 10.140 110.188 0
      C212.942 14.890 211.861 90.072 90.081 10.101 80.138 08.467 9
      C39.643 25.002 211.70080.095 60.115 30.135 50.191 211.234 0
      C411.394 24.880 311.645 80.090 00.101 70.120 20.151 812.926 0
      C512.559 34.946 413.045 20.091 60.108 40.128 80.174 19.676 5
      C612.800 05.488 712.421 70.089 70.111 60.131 00.177 211.874 0
      C711.732 54.833 711.605 40.083 10.100 60.125 50.172 39.232 3
      C814.389 45.235 114.009 50.093 00.105 90.127 90.168 111.606 0
      C910.113 55.148 511.654 40.074 00.091 00.116 40.149 710.265 0
      C1015.846 66.205 014.528 30.093 50.110 90.132 10.149 718.491 0
    • Table 7. Positive and negative ideal solutions and ranking of image quality effects of mobile phones

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      Table 7. Positive and negative ideal solutions and ranking of image quality effects of mobile phones

      指标C1C2C3C4C5C6C7C8C9C10
      正理想解0.201 10.333 50.655 20.398 90.552 10.594 10.403 50.660 60.244 60.920 2
      负理想解0.884 60.892 00.677 90.739 30.596 60.508 40.728 50.427 80.793 90.249 7
      ui0.814 80.727 90.508 50.649 50.519 40.461 10.643 60.393 00.764 50.213 4
      择优排序13746859210
      对比方案2C1C2C3C4C5C6C7C8C9C10
      ui0.819 20.894 30.483 10.589 50.465 30.405 50.662 20.366 80.788 10.213 7
      手机排序21657849310
    • Table 8. Comparison of subjective and objective evaluation

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      Table 8. Comparison of subjective and objective evaluation

      手机序号F1得分F2得分F3得分F4得分F5得分F6得分F7得分F8得分CIQA得分客观评价等级30主流算法得分31
      C19.318 410.000 010.000 08.663 77.677 08.730 29.621 28.283 98.1481.391 08
      C24.682 08.719 08.601 310.000 010.000 010.000 010.000 010.000 07.2791.328 68
      C310.000 07.976 19.121 10.000 00.000 00.000 00.000 07.240 85.085一般1.256 78
      C47.177 48.784 69.298 62.469 83.964 64.540 57.407 05.552 36.495较好1.297 43
      C55.299 28.345 74.784 41.750 02.025 71.984 13.220 98.794 25.194一般1.239 76
      C64.911 14.749 86.795 62.606 61.099 81.337 02.633 86.602 44.6111.267 19
      C76.632 09.093 09.428 85.486 34.294 82.989 33.553 39.237 46.436较好1.327 70
      C82.349 06.431 41.673 71.140 92.743 42.268 44.345 66.869 23.9301.109 47
      C99.241 87.005 99.270 79.514 07.097 35.686 57.807 68.206 97.6451.351 24
      C100.000 00.000 00.000 00.930 41.287 61.019 47.805 10.000 02.1341.008 53
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    Xin ZHANG, Ji-hong QIAO, Hui-yan ZHANG, Yan ZHANG, Xin ZHANG, Ji-ping XU. Color evaluation of color image based on color space[J]. Chinese Journal of Liquid Crystals and Displays, 2023, 38(11): 1490

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    Paper Information

    Category: Research Articles

    Received: Jan. 9, 2023

    Accepted: --

    Published Online: Nov. 29, 2023

    The Author Email: Xin ZHANG (qiaojh@btbu.edu.cn), Ji-hong QIAO (qiaojh@btbu.edu.cn)

    DOI:10.37188/CJLCD.2023-0007

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