Multi-stream feature fusion of vision transformer and CNN for precise epileptic seizure detection from EEG signals

Abstract Background Automated seizure detection based on scalp electroencephalography (EEG) can significantly accelerate the epilepsy diagnosis process. However, most existing deep learning-based epilepsy detection methods are deficient in mining the local features and global time series dependence...

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Bibliographic Details
Main Authors: Qi Li, Wei Cao, Anyuan Zhang
Format: Article
Language:English
Published: BMC 2025-08-01
Series:Journal of Translational Medicine
Subjects:
Online Access:https://doi.org/10.1186/s12967-025-06862-z
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