AiED: Artificial intelligence for the detection of intracranial interictal epileptiform discharges.

Journal: Clinical neurophysiology : official journal of the International Federation of Clinical Neurophysiology
Published Date: Oct 27, 2021

Abstract

OBJECTIVE: Deep learning provides an appealing solution for the ongoing challenge of automatically classifying intracranial interictal epileptiform discharges (IEDs). We report results from an automated method consisting of a template-matching algorithm and convolutional neural network (CNN) for the detection of intracranial IEDs ("AiED").

Authors

  • Robert J Quon
    Department of Neurology, Geisel School of Medicine at Dartmouth, Hanover, NH, USA; Department of Quantitative Biomedical Sciences, Geisel School of Medicine at Dartmouth, Hanover, NH, USA. Electronic address: Robert.J.Quon.GR@dartmouth.edu.
  • Stephen Meisenhelter
    Department of Neurology, Dartmouth-Hitchcock Medical Center, Lebanon, NH, USA. Electronic address: stephen.meisenhelter@dartmouth.edu.
  • Edward J Camp
    Department of Neurology, Dartmouth-Hitchcock Medical Center, Lebanon, NH, USA. Electronic address: edward.j.camp@hitchcock.org.
  • Markus E Testorf
    Department of Neurology, Dartmouth-Hitchcock Medical Center, Lebanon, NH, USA; Thayer School of Engineering at Dartmouth College, Hanover, NH, USA. Electronic address: markus.e.testorf@dartmouth.edu.
  • Yinchen Song
    Department of Neurology, Geisel School of Medicine at Dartmouth, Hanover, NH, USA; Department of Neurology, Dartmouth-Hitchcock Medical Center, Lebanon, NH, USA. Electronic address: yinchen.song@hitchcock.org.
  • Qingyuan Song
    Department of Quantitative Biomedical Sciences, Geisel School of Medicine at Dartmouth, Hanover, NH, USA. Electronic address: qingyuan.song.gr@dartmouth.edu.
  • George W Culler
    Department of Neurology, Dartmouth-Hitchcock Medical Center, Lebanon, NH, USA. Electronic address: george.w.culler.iv@hitchcock.org.
  • Payam Moein
    Department of Neurology, Dartmouth-Hitchcock Medical Center, Lebanon, NH, USA. Electronic address: payam.moein@hitchcock.org.
  • Barbara C Jobst
    Department of Neurology, Darmouth-Hitchcock Medical Center.

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