• Laser & Optoelectronics Progress
  • Vol. 58, Issue 12, 1233001 (2021)
Jinxing Liang1、2、*, Xinrong Hu1、2, Ruhan He1、2, and Jia Chen1、2
Author Affiliations
  • 1College of Mathematics and Computer Science, Wuhan Textile University, Wuhan, Hubei 430200, China
  • 2Engineering Research Center of Hubei Province for Clothing Information, Wuhan, Hubei 430200, China
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    DOI: 10.3788/LOP202158.1233001 Cite this Article Set citation alerts
    Jinxing Liang, Xinrong Hu, Ruhan He, Jia Chen. Research on Spectral Estimation Method Based on Adaptive Weighted Linear Regression[J]. Laser & Optoelectronics Progress, 2021, 58(12): 1233001 Copy Citation Text show less
    Flowchart of proposed adaptive weighted linear regression based spectral estimation method
    Fig. 1. Flowchart of proposed adaptive weighted linear regression based spectral estimation method
    Simulation measurement system. (a) Spectral sensitivity function distribution; (b) light source distribution
    Fig. 2. Simulation measurement system. (a) Spectral sensitivity function distribution; (b) light source distribution
    Spectral estimation results of sample I3 in SG chart using Global method. (a) Ground truth; (b) estimated spectral without exposure correction; (c) estimated spectral after exposure correction
    Fig. 3. Spectral estimation results of sample I3 in SG chart using Global method. (a) Ground truth; (b) estimated spectral without exposure correction; (c) estimated spectral after exposure correction
    Spectral estimation results of sample I3 in SG chart using Ref. [13] method. (a) Ground truth; (b) estimated spectral without exposure correction; (c) estimated spectral after exposure correction
    Fig. 4. Spectral estimation results of sample I3 in SG chart using Ref. [13] method. (a) Ground truth; (b) estimated spectral without exposure correction; (c) estimated spectral after exposure correction
    MethodMunsell>> SGSG>> Munsell
    RMSE /%ΔEabRMSE /%ΔEab
    GlobalExposure×12.520.882.140.77
    Exposure×0.52.520.882.140.77
    Exposure×22.520.882.140.77
    Ref. [13]Exposure×12.220.862.140.77
    Exposure×0.53.191.093.331.01
    Exposure×211.964.386.692.94
    Table 1. Average spectral estimation accuracy comparison between Global and Ref. [13] method
    MethodMunsellSG
    RMSE /%ΔEabRMSE /%ΔEab
    Ref. [13]1.450.631.980.74
    Ref. [14]1.460.641.990.76
    Ref. [15]1.140.492.030.76
    Ref. [16]0.890.471.610.67
    Proposed0.810.351.490.53
    Table 2. Average spectral estimation accuracy comparison between proposed method and several common methods
    Jinxing Liang, Xinrong Hu, Ruhan He, Jia Chen. Research on Spectral Estimation Method Based on Adaptive Weighted Linear Regression[J]. Laser & Optoelectronics Progress, 2021, 58(12): 1233001
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