Transformer-Based High-Frequency Oscillation Signal Detection on Magnetoencephalography From Epileptic Patients

Transformer-Based High-Frequency Oscillation Signal Detection on Magnetoencephalography From Epileptic Patients

High-frequency oscillations (HFOs), observed within 80–500 Hz of magnetoencephalography (MEG) data, are putative biomarkers to localize epileptogenic zones that are critical for the success of surgical epilepsy treatment. It is crucial to accurately detect HFOs for improving the surgical outcome of...

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Bibliographic Details
Main Authors: Jiayang Guo, Naian Xiao, Hailong Li, Lili He, Qiyuan Li, Ting Wu, Xiaonan He, Peizhi Chen, Duo Chen, Jing Xiang, Xueping Peng
Format: Article
Language:English
Published: Frontiers Media S.A. 2022-03-01
Series:Frontiers in Molecular Biosciences
Subjects:
magnetoencephalography
high-frequency oscillation
transformer
deep learning
epilepsy
Online Access:https://www.frontiersin.org/articles/10.3389/fmolb.2022.822810/full

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https://www.frontiersin.org/articles/10.3389/fmolb.2022.822810/full

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