DiffEEG: A Self-Supervised Denoising Diffusion Model for Learning EEG seizure-related Representations

Abdulkader Helwan, Lina Abou-Abbas, Hussein El Amouri +2

Deep learning for EEG-based seizure detection faces critical challenges: severe annotation scarcity and extreme class imbalance, where ictal events comprise less than 10\% of clini…