OSA's Digital Library

Journal of the Optical Society of America A

Journal of the Optical Society of America A

| OPTICS, IMAGE SCIENCE, AND VISION

  • Editor: Franco Gori
  • Vol. 27, Iss. 8 — Aug. 1, 2010
  • pp: 1868–1877

Reflectance spectra recovery from tristimulus values by adaptive estimation with metameric shape correction

Simone Bianco  »View Author Affiliations


JOSA A, Vol. 27, Issue 8, pp. 1868-1877 (2010)
http://dx.doi.org/10.1364/JOSAA.27.001868


View Full Text Article

Enhanced HTML    Acrobat PDF (584 KB)





Browse Journals / Lookup Meetings

Browse by Journal and Year


   


Lookup Conference Papers

Close Browse Journals / Lookup Meetings

Article Tools

Share
Citations

Abstract

In this work a local optimization-based method that is able to recover the reflectance spectra with the desired tristimulus values, choosing the metamer with the most similar shape to the reflectances available in the training set, is proposed. Four different datasets of reflectance spectra and three different error metrics have been used in this study. According to all the error metrics considered, the proposed algorithm was able to recover the spectral reflectances with a higher accuracy than all the state of the art methods considered.

© 2010 Optical Society of America

OCIS Codes
(100.3190) Image processing : Inverse problems
(300.6550) Spectroscopy : Spectroscopy, visible
(330.1690) Vision, color, and visual optics : Color
(330.1710) Vision, color, and visual optics : Color, measurement
(330.1730) Vision, color, and visual optics : Colorimetry

ToC Category:
Image Processing

History
Original Manuscript: February 16, 2010
Revised Manuscript: June 23, 2010
Manuscript Accepted: June 23, 2010
Published: July 30, 2010

Virtual Issues
Vol. 5, Iss. 12 Virtual Journal for Biomedical Optics

Citation
Simone Bianco, "Reflectance spectra recovery from tristimulus values by adaptive estimation with metameric shape correction," J. Opt. Soc. Am. A 27, 1868-1877 (2010)
http://www.opticsinfobase.org/josaa/abstract.cfm?URI=josaa-27-8-1868


Sort:  Author  |  Year  |  Journal  |  Reset  

References

  1. D. Dupont, “Study of the reconstruction of reflectance curves based on tristimulus values: comparison of methods of optimization,” Color Res. Appl. 27, 88–99 (2002). [CrossRef]
  2. X. Zhang and H. Xu, “Reconstructing spectral reflectance by dividing spectral space and extending the principal components in principal component analysis,” J. Opt. Soc. Am. A 25, 371–378 (2008). [CrossRef]
  3. A. Mansouri, T. Sliwa, J. Y. Hardeberg, and Y. Voisin, “An adaptive-pca algorithm for reflectance estimation from color images,” in Proceedings of the 19th IEEE International Conference on Pattern Recognition (IEEE, 2008), pp. 1–4. [CrossRef]
  4. R. Penrose, “A generalized inverse for matrices,” Proc. Cambridge Philos. Soc. 51, 406–413 (1955). [CrossRef]
  5. H. S. Fairman and M. H. Brill, “The principal components of reflectances,” Color Res. Appl. 29, 104–110 (2004). [CrossRef]
  6. T. Harifi, S. H. Amirshahi, and F. Agahian, “Recovery of reflectance spectra from colorimetric data using principal component analysis embedded regression technique,” Opt. Rev. 15, 302–308 (2008). [CrossRef]
  7. J. Hernández-Andrés and J. Romero, “Colorimetric and spectroradiometric characteristics of narrow-field-of-view clear skylight in Granada, Spain,” J. Opt. Soc. Am. A 18, 412–420 (2001). [CrossRef]
  8. C. J. Hawkyard, “Synthetic reflectance curves by additive mixing,” J. Soc. Dyers Colour. 109, 323–329 (1993). [CrossRef]
  9. S. Zuffi, S. Santini, and R. Schettini, “From color sensor space to feasible reflectance spectra,” IEEE Trans. Signal Process. 56, 518–531 (2008). [CrossRef]
  10. P. Comon, “Independent component analysis, a new concept?” Signal Process. 36, 287–314 (1994). [CrossRef]
  11. A. Hyvärinen, J. Karhunen, and E. Oja, Independent Component Analysis (Wiley, 2001). [CrossRef]
  12. R. M. Lewis and V. Torczon, “Pattern search methods for linearly constrained minimization,” SIAM J. Optim. 10, 917–941 (2000). [CrossRef]
  13. M. J. Vhrel, R. Gershon, and L. S. Iwan, “Measurement and analysis of object reflectance spectra,” Color Res. Appl. 19, 4–9 (1994).
  14. J. Lehtonen, J. Parkkinen, T. Jaaskelainen, and A. Kamshilin, “Principal component and sampling analysis of color spectra,” Opt. Rev. 16, 81–90 (2009). [CrossRef]
  15. F. Wilcoxon, “Individual comparisons by ranking methods,” Biometrics 1, 80–83 (1945). [CrossRef]

Cited By

Alert me when this paper is cited

OSA is able to provide readers links to articles that cite this paper by participating in CrossRef's Cited-By Linking service. CrossRef includes content from more than 3000 publishers and societies. In addition to listing OSA journal articles that cite this paper, citing articles from other participating publishers will also be listed.


« Previous Article  |  Next Article »

OSA is a member of CrossRef.

CrossCheck Deposited