Automatic Recognition of Auditory Brainstem Response Waveforms Using a Deep Learning-Based Framework.

Journal: Otolaryngology--head and neck surgery : official journal of American Academy of Otolaryngology-Head and Neck Surgery
PMID: 38822760

Abstract

OBJECTIVE: Recognition of auditory brainstem response (ABR) waveforms may be challenging, particularly for older individuals or those with hearing loss. This study aimed to investigate deep learning frameworks to improve the automatic recognition of ABR waveforms in participants with varying ages and hearing levels.

Authors

  • Sichao Liang
    Department of Otolaryngology, Head and Neck Surgery, Beijing Tsinghua Changgung Hospital, School of Clinical Medicine, Tsinghua University, Beijing, China.
  • Jia Xu
    Key Laboratory of Flexible Electronics (KLOFE) & Institute of Advanced Materials (IAM), Jiangsu National Synergetic Innovation Center for Advanced Materials (SICAM), Nanjing Tech University (Nanjing Tech), 30 South Puzhu Road, Nanjing, 211816, P.R. China.
  • Haixu Liu
    Institute of Integrated Circuit, Tsinghua University, Beijing, China.
  • Renhe Liang
    Beijing Jingyi Tianhe Intelligent Equipment Co, Ltd, Beijing, China.
  • Zhenping Guo
    Department of Otolaryngology, Head and Neck Surgery, Beijing Tsinghua Changgung Hospital, School of Clinical Medicine, Tsinghua University, Beijing, China.
  • Manlin Lu
    Department of Otolaryngology, Head and Neck Surgery, Beijing Tsinghua Changgung Hospital, School of Clinical Medicine, Tsinghua University, Beijing, China.
  • Sisi Liu
    Institute of Biomechanics and Medical Engineering, Department of Engineering Mechanics, Tsinghua University, 100084, Beijing, China.
  • Juanjuan Gao
    Department of Otolaryngology, Head and Neck Surgery, Beijing Tsinghua Changgung Hospital, School of Clinical Medicine, Tsinghua University, Beijing, China.
  • Zuochang Ye
    Institute of Integrated Circuit, Tsinghua University, Beijing, China.
  • Haijin Yi
    Department of Otolaryngology, Head and Neck Surgery, Beijing Tsinghua Changgung Hospital, School of Clinical Medicine, Tsinghua University, Beijing, China.

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