Acta Optica Sinica, Volume. 43, Issue 9, 0930002(2023)

Broadband Spectral Reflectance Reconstruction Based on Improved Principal Component Analysis

Hai Zhao, Hongning Li*, Hao Chen, Yaru Gao, and Xin Yang
Author Affiliations
  • School of Physics and Electronic Information, Yunnan Normal University, Kunming 650500, Yunnan, China
  • show less
    References(18)

    [1] Yuen P W T, Richardson M. An introduction to hyperspectral imaging and its application for security, surveillance and target acquisition[J]. The Imaging Science Journal, 58, 241-253(2010).

    [2] Tominaga S, Tanaka N. Spectral image acquisition, analysis, and rendering for art paintings[J]. Journal of Electronic Imaging, 17, 043022(2008).

    [3] Liang H D. Advances in multispectral and hyperspectral imaging for archaeology and art conservation[J]. Applied Physics A, 106, 309-323(2012).

    [4] Zhang W F. Spectral reflectance reconstruction method based on support vector regression[J]. Computer Science, 37, 214-242, 269(2010).

    [5] Gong D D. Research on spectrum reconstruction based on multispectral imaging system[D](2020).

    [6] Li H N, Feng J, Yang W P et al. Multi-spectral imaging using LED illuminations[C], 538-542(2013).

    [7] Liang J X, Wan X X. Spectral reconstruction from single RGB image of trichromatic digital camera[J]. Acta Optica Sinica, 37, 0933001(2017).

    [8] Agahian F, Amirshahi S A, Amirshahi S H. Reconstruction of reflectance spectra using weighted principal component analysis[J]. Color Research & Application, 33, 360-371(2008).

    [9] Zhang J J, Meuret Y, Wang X G et al. Improved and robust spectral reflectance estimation[J]. LEUKOS, 17, 359-379(2021).

    [10] Shimano N. Evaluation of a multispectral image acquisition system aimed at reconstruction of spectral reflectances[J]. Optical Engineering, 44, 107005(2005).

    [11] Shen H L, Wan H J, Zhang Z C. Estimating reflectance from multispectral camera responses based on partial least-squares regression[J]. Journal of Electronic Imaging, 19, 020501(2010).

    [12] Fu X F, Xu Y, Li C J. Research on the influence of image linearization on reconstruction accuracy of spectral reflectance[J]. Laser & Optoelectronics Progress, 58, 1433001(2021).

    [13] Baker K. Singular value decomposition tutorial[D](2013).

    [14] Zhou Z M. Application of weighted principal component analysis in multi-index comprehensive evaluation[J]. Application of Statistics and Management, 4, 16-21(1985).

    [15] Chen Y Y, Xu H S, Zhang X D. Research on spectral reconstruction based on digital camera[J]. Acta Optica Sinica, 29, 1416-1419(2009).

    [16] Lu Y, Xu H S. Illumination spectrum estimation method based on single multispectral image[J]. Acta Optica Sinica, 42, 0733001(2022).

    [17] Imai F H, Rosen M R, Berns R S. Comparative study of metrics for spectral match quality[J]. Conference on Colour in Graphics, Imaging, and Vision, 2002, 492-496(2002).

    [18] Fang X Y, Wan X X, Shi S et al. Multi-spectral color data dimension reduction model research based on sparse representation[J]. Laser & Optoelectronics Progress, 58, 2230003(2021).

    Tools

    Get Citation

    Copy Citation Text

    Hai Zhao, Hongning Li, Hao Chen, Yaru Gao, Xin Yang. Broadband Spectral Reflectance Reconstruction Based on Improved Principal Component Analysis[J]. Acta Optica Sinica, 2023, 43(9): 0930002

    Download Citation

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

    Category: Spectroscopy

    Received: Dec. 8, 2022

    Accepted: Jan. 11, 2023

    Published Online: May. 10, 2023

    The Author Email: Li Hongning (lihongning_ynnu@126.com)

    DOI:10.3788/AOS222119

    Topics