• Optical Instruments
  • Vol. 44, Issue 3, 68 (2022)
Qingbiao CHENG, Guangyun CHEN, Dawen WANG, Xinting LI, and Jie FENG*
Author Affiliations
  • College of Physics and Electronic Information, Yunnan Normal University, Kunming 650000, China
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    DOI: 10.3969/j.issn.1005-5630.2022.03.010 Cite this Article
    Qingbiao CHENG, Guangyun CHEN, Dawen WANG, Xinting LI, Jie FENG. Spectral reflectance reconstruction based on RGB color information clustering[J]. Optical Instruments, 2022, 44(3): 68 Copy Citation Text show less
    Average root mean square error of different clustering numbers
    Fig. 1. Average root mean square error of different clustering numbers
    Test sample clustering distribution map
    Fig. 2. Test sample clustering distribution map
    Clustering results of 160 test samples
    Fig. 3. Clustering results of 160 test samples
    [in Chinese]
    Fig. 4. [in Chinese]
    Spectral reflectance reconstruction curve of partial color block
    Fig. 4. Spectral reflectance reconstruction curve of partial color block
    Color difference comparison of different reconstruction methods
    Fig. 5. Color difference comparison of different reconstruction methods
    评价类别
    1234567
    RMSE0.00950.02570.01810.01010.01430.01730.0134
    ΔE000.7490.9040.3660.8891.2161.2600.596
    Table 1. Comparison of root mean square error and chromatic aberration of different categories
    方法RMSEE00GFC/%
    meanmaxminmeanmaxminmeanmaxmin
    FCM-BP0.01490.09230.00180.8363.7580.10899.82100.0095.08
    BP0.01880.10420.00291.1065.4810.13499.72100.0092.30
    FCM-PCA0.03100.13000.00541.9427.7530.15199.5899.9990.81
    PCA0.05180.14240.01224.28913.1931.25098.9899.9791.31
    Table 2. Results of different reconstruction methods
    色块ΔE00RMSE
    优化前优化后优化前优化后
    200.4990.3900.01720.0107
    401.5140.9760.02290.0295
    600.2901.0290.00440.0063
    700.5100.7470.02550.0274
    1000.3610.5530.02630.0255
    1300.5140.8660.01950.0177
    1500.7941.0400.01250.0078
    1601.3651.5090.01450.0132
    1900.6410.7750.01030.0092
    2001.9872.2430.01450.0132
    2403.0243.5200.01430.0169
    2802.0932.6020.01160.0121
    3200.9450.7930.00910.0073
    3303.3252.2950.02050.0185
    3703.7582.7830.02680.0259
    13001.1881.0700.03480.0327
    13200.8080.7290.01760.0149
    13400.2870.1430.01530.0167
    13600.4700.6240.02170.0155
    13800.3770.8020.00750.0093
    14001.7150.6970.01620.0096
    Table 3. Comparison of color difference and root mean square error before and after the sixth color block optimization
    Qingbiao CHENG, Guangyun CHEN, Dawen WANG, Xinting LI, Jie FENG. Spectral reflectance reconstruction based on RGB color information clustering[J]. Optical Instruments, 2022, 44(3): 68
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