A deep learning approach for real-time detection of sleep spindles.

Journal: Journal of neural engineering
Published Date:

Abstract

OBJECTIVE: Sleep spindles have been implicated in memory consolidation and synaptic plasticity during NREM sleep. Detection accuracy and latency in automatic spindle detection are critical for real-time applications.

Authors

  • Prathamesh M Kulkarni
    Department of Psychiatry, School of Medicine, New York University, New York, NY 10016, United States of America.
  • Zhengdong Xiao
  • Eric J Robinson
  • Apoorva Sagarwal Jami
  • Jianping Zhang
    Department of Nuclear Medicine, Fudan University Shanghai Cancer Center, Shanghai, 200032, China. zhangjianping@fudan.edu.cn.
  • Haocheng Zhou
  • Simon E Henin
  • Anli A Liu
  • Ricardo S Osorio
  • Jing Wang
    Endoscopy Center, Peking University Cancer Hospital and Institute, Beijing, China.
  • Zhe Chen
    Evidence-based Medicine Center, Tianjin University of Traditional Chinese Medicine, Tianjin, China.