Article

Transformer-based EEG Source Imaging Enables Robust Localization of Pathological High-Frequency Oscillations in Epilepsy

2026-01-16

Abstract excerpt

<h4>Objective</h4> High-frequency oscillations (HFOs) are highly specific biomarkers of epileptogenic tissue, yet their noninvasive localization remains challenging due to their brief duration, low amplitude, and poor signal-to-noise ratio. Here, we introduce TH-DeepSIF, a transformer-based deep learning framework trained on biologically realistic neural mass model simulations, to robustly perform HFO source imag...

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Literature Corpus work: 286c62d1-ce09-5cc5-9216-9407d25786f0
DOI: 10.64898/2026.01.14.26344110

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