• Acta Optica Sinica
  • Vol. 41, Issue 11, 1117001 (2021)
Ge Xu, Liquan Dong*, Lingqin Kong, Yuejin Zhao, Ming Liu, Mei Hui, Xiaohua Liu, Falong Wang, and Jing Yuan
Author Affiliations
  • Beijing Key Laboratory for Precision Optoelectronic Measurement Instrument and Technology, School of Optics and Photonics, Beijing Institute of Technology, Beijing 100081, China
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    DOI: 10.3788/AOS202141.1117001 Cite this Article Set citation alerts
    Ge Xu, Liquan Dong, Lingqin Kong, Yuejin Zhao, Ming Liu, Mei Hui, Xiaohua Liu, Falong Wang, Jing Yuan. Parameters Inversion Algorithm of Biological Tissues Based on a Neural Network Model[J]. Acta Optica Sinica, 2021, 41(11): 1117001 Copy Citation Text show less
    Topological structure of BP neural network model
    Fig. 1. Topological structure of BP neural network model
    Neural network inversion algorithm
    Fig. 2. Neural network inversion algorithm
    Inversion of absorption and scattering coefficients in 2-point detection distance (r=0.1 cm and r=0.3 cm). (a) Inversion of absorption coefficient; (b) inversion of scattering coefficient
    Fig. 3. Inversion of absorption and scattering coefficients in 2-point detection distance (r=0.1 cm and r=0.3 cm). (a) Inversion of absorption coefficient; (b) inversion of scattering coefficient
    Comparison of absorption coefficient obtained by neural network inversion algorithm and MCML
    Fig. 4. Comparison of absorption coefficient obtained by neural network inversion algorithm and MCML
    Comparison of scattering coefficient obtained by neural network inversion algorithm and MCML
    Fig. 5. Comparison of scattering coefficient obtained by neural network inversion algorithm and MCML
    Detectiondistance pointMAER2
    μa /cm-1μs /cm-1μa /cm-1μs /cm-1
    2-point0.0031.5740.99970.9915
    4-point0.0022.1050.99990.9833
    6-point0.0011.5520.99990.9844
    8-point0.0011.8480.99990.9847
    10-point0.0021.4260.99980.9869
    12-point0.0033.0080.99950.9498
    14-point0.0053.3890.99900.9142
    Table 1. MAE and R2 of absorption and scattering coefficients in multi-point detection distances retrieved with neural network algorithm
    Ge Xu, Liquan Dong, Lingqin Kong, Yuejin Zhao, Ming Liu, Mei Hui, Xiaohua Liu, Falong Wang, Jing Yuan. Parameters Inversion Algorithm of Biological Tissues Based on a Neural Network Model[J]. Acta Optica Sinica, 2021, 41(11): 1117001
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