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  • 标题:Cross-Domain Transfer Learning for PCG Diagnosis Algorithm
  • 本地全文:下载
  • 作者:Kuo-Kun Tseng ; Chao Wang ; Yu-Feng Huang
  • 期刊名称:Biosensors
  • 电子版ISSN:2079-6374
  • 出版年度:2021
  • 卷号:11
  • 期号:4
  • 页码:127
  • DOI:10.3390/bios11040127
  • 出版社:MDPI Publishing
  • 摘要:Cardiechema is a way to reflect cardiovascular disease where the doctor uses a stethoscope to help determine the heart condition with a sound map. In this paper, phonocardiogram (PCG) is used as a diagnostic signal, and a deep learning diagnostic framework is proposed. By improving the architecture and modules, a new transfer learning and boosting architecture is mainly employed. In addition, a segmentation method is designed to improve on the existing signal segmentation methods, such as R wave to R wave interval segmentation and fixed segmentation. For the evaluation, the final diagnostic architecture achieved a sustainable performance with a public PCG database.
  • 关键词:transfer learning; phonocardiogram; biosignal diagnosis transfer learning ; phonocardiogram ; biosignal diagnosis
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