Laser & Optoelectronics Progress, Volume. 56, Issue 1, 011101(2019)

Myocardial Ischemia Pre-Diagnosis Method Based on Infrared Thermal Imaging and BP Neural Network

Baohong Mi1, Wenxue Hong1、*, Jialin Song1, Shiming Wu2, and Hui Meng1
Author Affiliations
  • 1 College of Electrical Engineering, Yanshan University, Qinhuangdao, Hebei 0 66004, China
  • 2 Pain Clinic, Xinqiao Hospital, Army Medical University, Chongqing 400000, China
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    Figures & Tables(10)
    Standard posture
    Process of myocardial ischemic pre-diagnosis based on infrared imaging data
    Neck and shoulder positioning process is performed by template matching method
    Randomly selected 6 subjects' precardiac localization results
    Principle diagram of symmetrical set mirroring differential
    Two layer neural network topology
    Core size 3×3 different convolution kernel operation results. (a) Original image; (b) Sobel operator processed; (c) Laplace operator processed; (d) Gaussian operator processed
    Core size 5×5 different convolution kernel operation results. (a) Original image; (b) Sobel operator processed; (c) Laplace operator processed; (d) Gaussian operator processed
    Training set error curve processed by 3×3 Gaussian convolution kernel
    • Table 1. Accuracy of different convolution experiments in BP neural network classifier test set

      View table

      Table 1. Accuracy of different convolution experiments in BP neural network classifier test set

      NuclearsizeSobeloperator /%Gaussiancore /%Laplaceoperator /%
      3×377.7895.5673.33
      5×575.5691.1166.67
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    Baohong Mi, Wenxue Hong, Jialin Song, Shiming Wu, Hui Meng. Myocardial Ischemia Pre-Diagnosis Method Based on Infrared Thermal Imaging and BP Neural Network[J]. Laser & Optoelectronics Progress, 2019, 56(1): 011101

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    Paper Information

    Category: Imaging Systems

    Received: Sep. 3, 2018

    Accepted: Sep. 27, 2018

    Published Online: Aug. 1, 2019

    The Author Email: Hong Wenxue (hongwx@ysu.edu.cn)

    DOI:10.3788/LOP56.011101

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