Time-frequency embedding with contrastive pre-training allows sub-second seizure detection
Helena Merker, Isabella Dalla Betta, Matthew A. Wilson, Francisco J Flores, Emery N. Brown
This paper introduces a 3D CNN with a trainable CWT layer and BiCL pre-training for sub-second seizure detection, achieving >95% accuracy on EEG data.
Journal of Neural Engineering · Aug 12, 2026Peer-reviewedNeuroscience