• Laser & Optoelectronics Progress
  • Vol. 59, Issue 6, 0617018 (2022)
Rui Bao, Qingwen Liu*, Yuanyuan Liu, and Zuyuan He
Author Affiliations
  • State Key Laboratory of Advanced Optical Communication Systems and Networks, Shanghai Jiao Tong University, Shanghai 200240, China
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    DOI: 10.3788/LOP202259.0617018 Cite this Article Set citation alerts
    Rui Bao, Qingwen Liu, Yuanyuan Liu, Zuyuan He. Inversion Algorithm for Optical Properties of Double-Layer Tissue Based on Convolutional Neural Network[J]. Laser & Optoelectronics Progress, 2022, 59(6): 0617018 Copy Citation Text show less
    References

    [1] Mourant J R, Freyer J P, Hielscher A H et al. Mechanisms of light scattering from biological cells relevant to noninvasive optical-tissue diagnostics[J]. Applied Optics, 37, 3586-3593(1998).

    [2] Kafian-Attari I, Nippolainen E, Semenov D et al. Tissue optical properties combined with machine learning enables estimation of articular cartilage composition and functional integrity[J]. Biomedical Optics Express, 11, 6480-6494(2020).

    [3] Cuccia D J, Bevilacqua F P, Durkin A J et al. Quantitation and mapping of tissue optical properties using modulated imaging[J]. Journal of Biomedical Optics, 14, 024012(2009).

    [4] Zhang Q, Zhang L M, An J Y et al. Optical parameter measurement method for mucosal lesion recognition in spatially resolved sub-diffusive regime[J]. Acta Optica Sinica, 41, 2417001(2021).

    [5] Wang L J. Study of spatially resolved diffuse reflectance of small and highly absorbing tissues[D], 67-77(2009).

    [6] Panigrahi S, Gioux S. Machine learning approach for rapid and accurate estimation of optical properties using spatial frequency domain imaging[J]. Journal of Biomedical Optics, 24, 071606(2018).

    [7] Sharma M, Hennessy R, Markey M K et al. Verification of a two-layer inverse Monte Carlo absorption model using multiple source-detector separation diffuse reflectance spectroscopy[J]. Biomedical Optics Express, 5, 40-53(2013).

    [8] Lin L, Chen Y Q, Li G et al. A novel method for determination of the optical properties of two-layer tissue model from spatially resolved diffuse reflectance[J]. Proceedings of SPIE, 5630, 486-497(2005).

    [9] Yang L, Wabnitz H, Gladytz T et al. Space-enhanced time-domain diffuse optics for determination of tissue optical properties in two-layered structures[J]. Biomedical Optics Express, 11, 6570-6589(2020).

    [10] Chen Y Q. A study on basic transduction theory for noninvasive measurement of tissue components using spectroscopy[D], 14-16(2005).

    [11] Lister T, Wright P A, Chappell P H. Optical properties of human skin[J]. Journal of Biomedical Optics, 17, 090901(2012).

    [12] Xu G, Dong L Q, Kong L Q et al. Parameters inversion algorithm of biological tissues based on a neural network model[J]. Acta Optica Sinica, 41, 1117001(2021).

    [13] Bhatt M, Ayyalasomayajula K R, Yalavarthy P K. Generalized Beer-Lambert model for near-infrared light propagation in thick biological tissues[J]. Journal of Biomedical Optics, 21, 076012(2016).

    [14] Kufcsák A, Bagnaninchi P, Erdogan A et al. Time-resolved spectral-domain optical coherence tomography with CMOS SPAD sensors[J]. Optics Express, 29, 18720-18733(2021).

    [15] Xue P. Development of high-performance optical coherence tomography[J]. Chinese Journal of Lasers, 48, 1517001(2021).

    [16] Wang L H, Jacques S L, Zheng L Q. MCML: Monte Carlo modeling of light transport in multi-layered tissues[J]. Computer Methods and Programs in Biomedicine, 47, 131-146(1995).

    [17] Wang Y J. Research on numerical simulation of light propagation and optical measurement for biological tissue[D], 10-12(2016).

    [18] van Gemert M J C, Jacques S L, Sterenborg H J C M et al. Skin optics[J]. IEEE Transactions on Biomedical Engineering, 36, 1146-1154(1989).

    [19] Saidi I S, Jacques S L, Tittel F K. Mie and Rayleigh modeling of visible-light scattering in neonatal skin[J]. Applied Optics, 34, 7410-7418(1995).

    [20] Mignon C, Tobin D J, Zeitouny M et al. Shedding light on the variability of optical skin properties: finding a path towards more accurate prediction of light propagation in human cutaneous compartments[J]. Biomedical Optics Express, 9, 852-872(2018).

    [21] Rawlings A V. Ethnic skin types: are there differences in skin structure and function?[J]. International Journal of Cosmetic Science, 28, 79-93(2006).

    [22] Yamashita R, Nishio M, Do R K G et al. Convolutional neural networks: an overview and application in radiology[J]. Insights into Imaging, 9, 611-629(2018).

    [23] Chauhan K, Ram S. Image classification with deep learning and comparison between different convolutional neural network structures using Tensorflow and Keras[J]. International Journal of Advance Engineering and Research Development, 5, 533-538(2018).

    Rui Bao, Qingwen Liu, Yuanyuan Liu, Zuyuan He. Inversion Algorithm for Optical Properties of Double-Layer Tissue Based on Convolutional Neural Network[J]. Laser & Optoelectronics Progress, 2022, 59(6): 0617018
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