Optics and Precision Engineering, Volume. 29, Issue 11, 2529(2021)

Extending dynamic range of detector in non-contact diffuse optical tomography system using deep learning

Xing ZHAO1...2,*, Tong-jun LIU1, Ping CHEN1, Jing-fan WANG1, and Wei-wei LIU12 |Show fewer author(s)
Author Affiliations
  • 1Institute of Modern Optics, Nankai University, Tianjin300350, China
  • 2Tianjin Key Laboratory of Micro-scale Optical Information Science and Technology, Tianjin300350, China
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    Figures & Tables(11)
    Measurement process of diffuse optical tomography
    Flow chart of diffuse optical tomography reconstruction algorithm
    Schematic diagram of fully connected network
    Errors of training network with different training sets
    Recovery results of truncated data of different samples
    Reconstructed absorption coefficient distribution of truncated data
    Comparison of reconstructed absorption coefficient distributions of different samples
    Experimental optical path and distribution of phantom parameter
    Measured data and data after network recovery
    Comparison of DOT reconstruction results of experimental data and its predicted values
    • Table 1. Quantitative evaluation results of absorption coefficient of recovery data of network trained by different training sets

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      Table 1. Quantitative evaluation results of absorption coefficient of recovery data of network trained by different training sets

      测试样本号训练集样本量1 000的网络训练集样本量4 000的网络
      RMSEPCCRMSEPCC
      10.018 30.628 60.017 20.701 7
      20.047 00.616 40.042 70.695 1
      30.054 80.654 20.051 00.714 8
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    Xing ZHAO, Tong-jun LIU, Ping CHEN, Jing-fan WANG, Wei-wei LIU. Extending dynamic range of detector in non-contact diffuse optical tomography system using deep learning[J]. Optics and Precision Engineering, 2021, 29(11): 2529

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    Paper Information

    Category: Modern Applied Optics

    Received: Apr. 23, 2021

    Accepted: --

    Published Online: Dec. 10, 2021

    The Author Email: ZHAO Xing (zhaoxingtjnk@nankai.edu.cn)

    DOI:10.37188/OPE.2021.0219

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