EEG-Based Seizure Detection Using Dual-Branch CNN-ViT Network Integrating Phase and Power Spectrograms

EEG-Based Seizure Detection Using Dual-Branch CNN-ViT Network Integrating Phase and Power Spectrograms

<b>Background/Objectives:</b> Epilepsy is a common neurological disorder with pathological mechanisms closely associated with the spatiotemporal dynamic characteristics of electroencephalogram (EEG) signals. Although significant progress has been made in epileptic seizure detection metho...

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Bibliographic Details
Main Authors: Zhuohan Wang, Yaoqi Hu, Qingyue Xin, Guanghao Jin, Yazhou Zhao, Weidong Zhou, Guoyang Liu
Format: Article
Language:English
Published: MDPI AG 2025-05-01
Series:Brain Sciences
Subjects:
seizure detection
continuous wavelet transform
convolutional neural network
vision transformer
Online Access:https://www.mdpi.com/2076-3425/15/5/509
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