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Independent Component Analysis of Spectral Absorbance Image in Human Skin

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Abstract

The image of spectral absorbance in human skin is analyzed by independent component analysis. The spectral absorbance image is estimated from an image with red, green, and blue channels. The qualitative information and spatial distribution of the pigments can be extracted by the independent component analysis. It is shown that the extracted absorption characteristics of the pigments are corresponding to those of hemoglobin and melanin.

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References

  1. S. Kawata, K. Sasaki and S. Minami: J. Opt. Soc. Am. A 4 (1987) 2101.

    PubMed  Google Scholar 

  2. F. H. Imai, N. Tsumura, H. Haneishi and Y. Miyake: J. Image Sci. Technol. 40 (1996) 422.

    Google Scholar 

  3. Y. Yokoyama, N. Tsumura, H. Haneishi, Y. Miyake, J. Hayashi and M. Saito: Proceedings of IS&T/SID’s 5th Color Imaging Conference, Color Science, Systems and Application (Society for Imaging Science & Technology, Springfield, VA, 1997) p. 169.

  4. M. Yamaguchi, R. Iwama, Y. Ohya, T. Obi, N. Ohyama and Y. Komiya: Proc. Soc. Photo-Opt. Instrum. Eng. 3031 (1997) 482.

    Google Scholar 

  5. M. J. C. van Gemert, S. L. Jacques, H. J. C. M. Sternborg and W. M. Star: IEEE Trans. Biomed. Eng. 36 (1989) 1146.

    Article  PubMed  Google Scholar 

  6. R. R. Anderson and J. A. Parrish: J. Invest. Dermatol. 77 (1981) 13.

    Article  PubMed  Google Scholar 

  7. J. Karhunen, A. Hyvarinen, R. Vigario, J. Hurri and E. Oja: Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing (IEEE Computer Society Press, Los Alamitos, 1997), Vol. 1, p. 131.

  8. T. Inoue, Y. Fujii, K. Itoh and Y. Ichioka: 1996 International Topical Meeting on Optical Computing. Technical Digest (The Japan Society of Applied Physics, Tokyo, 1996) Vol.1, p.40.

  9. N. Tsumura, H. Haneishi and Y. Miyake: J. Opt. Soc. Am. A 16 (1999) 2169.

    Google Scholar 

  10. M. J. Vrhel and H. J. Trussell: Color Res. Appl. 17 (1992) 328.

    Google Scholar 

  11. G. Burel: Neural Networks 5 (1992) 937.

    Google Scholar 

  12. J. Karhunen, E. Oja, L. Wang, R. Vigario and J. Joutensalo: IEEE Trans. Neural Network 8 (1997) 486.

    Article  Google Scholar 

  13. C. Jutten and J. Hearult: Signal Process. 24 (1991) 1.

    Article  Google Scholar 

  14. M. Hiraoka, M. Firbank, M. Essenpreis, M. Cope, S. R. Arridge, P. van der Zee and D. T. Delpy: Phys. Med. Biol. 38 (1993) 1859.

    Article  PubMed  Google Scholar 

  15. K. Shirasaki, T. Inoue, K. Itoh and Y. Ichioka: Jpn. J. Opt. (KOGAKU) 25 (1996) 537 (in Japanese).

    Google Scholar 

  16. A. Garce: Matlab Optimization Toolbox User’s Guide (The Math Works, Boston, 1992).

    Google Scholar 

  17. Y. Nomura, O. Hazeki and M. Tamura: Phys. Med. Biol. 42 (1997) 1009.

    Article  PubMed  Google Scholar 

  18. P. J. Dwyer, R. R. Anderson and C. A. DiMarzio: Proc. Soc. Photo-Opt. Instrum. Eng. 2976 (1997) 270.

    Google Scholar 

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Correspondence to Norimichi Tsumura.

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Tsumura, N., Haneishi, H. & Miyake, Y. Independent Component Analysis of Spectral Absorbance Image in Human Skin. OPT REV 7, 479–482 (2000). https://doi.org/10.1007/s10043-000-0479-x

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  • DOI: https://doi.org/10.1007/s10043-000-0479-x

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