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Erschienen in: Artificial Life and Robotics 1/2022

29.01.2022 | Original Article

Spectral-based estimation of components concentration in skin tissue layers with independence of shading via optical modeling of skin tissue

verfasst von: Kaito Iuchi, Takanori Igarashi, Nobutoshi Ojima, Keiko Ogawa-Ochiai, Norimichi Tsumura

Erschienen in: Artificial Life and Robotics | Ausgabe 1/2022

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Abstract

Analysis of concentration of components in skin tissue, such as melanin, blood, oxygen saturation, is important in medical or cosmetic fields. Some researchers have developed methods to estimate the components. However, almost all the research has not considered a depth dependency of blood concentration and oxygen saturation, which is actual characteristic of skin tissue. Although there has been a method considering the depth dependency, the method does not have capability to estimate oxygen saturation. In addition, there is a problem in the methods that it is possible that the estimation is disturbed by shading which is on skin surface. Therefore, in this paper, we propose a method solving those problems of the methods, that is to estimate melanin concentration, blood concentration, and oxygen saturation in skin tissue layers with independence of shading considering the depth dependency. The proposed method is evaluated on the estimation accuracy with simulation comparing previous methods. The result indicates preferred capability of the proposed method.

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Literatur
1.
Zurück zum Zitat Dwyer PJ, Anderson RR, DiMarzio CA (1997) Mapping blood oxygen saturation using a multispectral imaging system. Biomed Sens Imaging Track Technol II Int Soc Opt Photon 2976:270–280 Dwyer PJ, Anderson RR, DiMarzio CA (1997) Mapping blood oxygen saturation using a multispectral imaging system. Biomed Sens Imaging Track Technol II Int Soc Opt Photon 2976:270–280
2.
Zurück zum Zitat Tsumura N, Ojima N, Sato K, Shiraishi M, Shimizu H, Nabeshima H, Akazaki S, Hori K, Miyake Y (2003) Image-based skin color and texture analysis/synthesis by extracting hemoglobin and melanin information in the skin. ACM Transac Graph 22(3):770–779CrossRef Tsumura N, Ojima N, Sato K, Shiraishi M, Shimizu H, Nabeshima H, Akazaki S, Hori K, Miyake Y (2003) Image-based skin color and texture analysis/synthesis by extracting hemoglobin and melanin information in the skin. ACM Transac Graph 22(3):770–779CrossRef
3.
Zurück zum Zitat Kikuchi K, Masuda Y, Hirao T (2013) Imaging of hemoglobin oxygen saturation ratio in the face by spectral camera and its application to evaluate dark circles. Skin Res Technol 19:499–507 Kikuchi K, Masuda Y, Hirao T (2013) Imaging of hemoglobin oxygen saturation ratio in the face by spectral camera and its application to evaluate dark circles. Skin Res Technol 19:499–507
4.
Zurück zum Zitat Shimada M, Masuda Y, Yamada MY, Itoh M, Takahashi M, Yatagai T (2000) Explanation of human skin color by multiple linear regression analysis based on the modified Lambert–Beer law. Opt Rev 7(4):348–352CrossRef Shimada M, Masuda Y, Yamada MY, Itoh M, Takahashi M, Yatagai T (2000) Explanation of human skin color by multiple linear regression analysis based on the modified Lambert–Beer law. Opt Rev 7(4):348–352CrossRef
5.
Zurück zum Zitat Nishidate I, Maeda T, Niizeki K, Aizu Y (2013) Estimation of melanin and hemoglobin using spectral reflectance images reconstructed from a digital RGB image by the Wiener estimation method. Sensors 13:7902–7951CrossRef Nishidate I, Maeda T, Niizeki K, Aizu Y (2013) Estimation of melanin and hemoglobin using spectral reflectance images reconstructed from a digital RGB image by the Wiener estimation method. Sensors 13:7902–7951CrossRef
6.
Zurück zum Zitat Kobayashi M, Ito Y, Sakauchi N, Oda I, Konishi I, Tsunazawa Y (2001) Analysis of nonlinear relation for skin hemoglobin imaging. Opt Soc Am 9(13):802–812 Kobayashi M, Ito Y, Sakauchi N, Oda I, Konishi I, Tsunazawa Y (2001) Analysis of nonlinear relation for skin hemoglobin imaging. Opt Soc Am 9(13):802–812
7.
Zurück zum Zitat Akaho R, Hirose M, Tsumura N (2018) Evaluation of the robustness of estimating five components from a skin spectral image. Opt Rev 25(2):181–189CrossRef Akaho R, Hirose M, Tsumura N (2018) Evaluation of the robustness of estimating five components from a skin spectral image. Opt Rev 25(2):181–189CrossRef
8.
Zurück zum Zitat Iuchi K, Akaho R, Igarashi T, Ojima N, Tsumura N (2019) Estimation of blood concentrations in skin layers with different depths. In: 27th color and imaging conference, society for imaging science and technology, vol 1, pp 290–294 Iuchi K, Akaho R, Igarashi T, Ojima N, Tsumura N (2019) Estimation of blood concentrations in skin layers with different depths. In: 27th color and imaging conference, society for imaging science and technology, vol 1, pp 290–294
9.
Zurück zum Zitat Wang L, Jacques S, Zheng L (1995) MCML—Monte Carlo modeling of light transport in multi-layered tissues. Comput Methods Progr Biomed 70(2):179–186 Wang L, Jacques S, Zheng L (1995) MCML—Monte Carlo modeling of light transport in multi-layered tissues. Comput Methods Progr Biomed 70(2):179–186
10.
Zurück zum Zitat Meglinski IV, Matcher SJ (2003) Computer simulation of the skin reflectance spectra. Comput Methods Progr Biomed 70(2):179–186CrossRef Meglinski IV, Matcher SJ (2003) Computer simulation of the skin reflectance spectra. Comput Methods Progr Biomed 70(2):179–186CrossRef
11.
Zurück zum Zitat Meglinski IV, Matcher SJ (2002) Quantitative assessment of skin layers absorption and skin reflectance spectra simulation in the visible and near-infrared spectral regions. Physiol Meas 23:741–753CrossRef Meglinski IV, Matcher SJ (2002) Quantitative assessment of skin layers absorption and skin reflectance spectra simulation in the visible and near-infrared spectral regions. Physiol Meas 23:741–753CrossRef
12.
Zurück zum Zitat Gemert MJCV, Jacques SL, Sterenborg HJCM, Star WM (1989) Skin optics. IEEE Trans Biomed Eng 36(12):1146–1154CrossRef Gemert MJCV, Jacques SL, Sterenborg HJCM, Star WM (1989) Skin optics. IEEE Trans Biomed Eng 36(12):1146–1154CrossRef
13.
Zurück zum Zitat Svaasand LO, Norvang LT, Fiskerstrand EJ, Stopps EKS, Berns MW, Nelson JS (1995) Tissue parameters determining the visual appearance of normal skin and port-wine stains. Lasers Med Sci 10:55–65CrossRef Svaasand LO, Norvang LT, Fiskerstrand EJ, Stopps EKS, Berns MW, Nelson JS (1995) Tissue parameters determining the visual appearance of normal skin and port-wine stains. Lasers Med Sci 10:55–65CrossRef
14.
Zurück zum Zitat Donner C, Jensen HW (2006) A spectral BSSRDF for shading human skin. In: Eurographics symposium on rendering, pp 409–417 Donner C, Jensen HW (2006) A spectral BSSRDF for shading human skin. In: Eurographics symposium on rendering, pp 409–417
15.
Zurück zum Zitat Tsumura N, Kawabuchi M, Haneishi H, Miyake Y (2001) Mapping pigmentation in human skin from a multi-channel visible spectrum image by inverse optical scattering technique. J Imaging Sci Technol 45(5):444–450 Tsumura N, Kawabuchi M, Haneishi H, Miyake Y (2001) Mapping pigmentation in human skin from a multi-channel visible spectrum image by inverse optical scattering technique. J Imaging Sci Technol 45(5):444–450
16.
Zurück zum Zitat Flynn CO, McCormack BAO (2009) A three-layer model of skin and its application in simulation wrinkling. Comput Methods Biomech Biomed Eng 12(2):125–134CrossRef Flynn CO, McCormack BAO (2009) A three-layer model of skin and its application in simulation wrinkling. Comput Methods Biomech Biomed Eng 12(2):125–134CrossRef
17.
Zurück zum Zitat Zhang R, Verkruysse W, Choi B, Viator JA, Jung B, Svaasand LO, Aquilar G, Nelson JS (2005) Determination of human skin optical properties from spectrophotometric measurements based on optimization by genetic algorithms. J Biomed Opt 10(2):024030CrossRef Zhang R, Verkruysse W, Choi B, Viator JA, Jung B, Svaasand LO, Aquilar G, Nelson JS (2005) Determination of human skin optical properties from spectrophotometric measurements based on optimization by genetic algorithms. J Biomed Opt 10(2):024030CrossRef
18.
Zurück zum Zitat Ojima N, Minami T, Kawai M (1997), Transmittance measurement of cosmetic layer applied on skin by using processing. In: Proceeding of the 3rd scientific conference of the Asia Societies of Cosmetic Scientists, vol 114 Ojima N, Minami T, Kawai M (1997), Transmittance measurement of cosmetic layer applied on skin by using processing. In: Proceeding of the 3rd scientific conference of the Asia Societies of Cosmetic Scientists, vol 114
Metadaten
Titel
Spectral-based estimation of components concentration in skin tissue layers with independence of shading via optical modeling of skin tissue
verfasst von
Kaito Iuchi
Takanori Igarashi
Nobutoshi Ojima
Keiko Ogawa-Ochiai
Norimichi Tsumura
Publikationsdatum
29.01.2022
Verlag
Springer Japan
Erschienen in
Artificial Life and Robotics / Ausgabe 1/2022
Print ISSN: 1433-5298
Elektronische ISSN: 1614-7456
DOI
https://doi.org/10.1007/s10015-021-00727-6

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