EEG

SzCORE: Seizure Community Open-Source Research Evaluation Framework for EEG-Based Seizure Detection
Community-driven framework standardizing datasets, metrics, and tooling for reproducible EEG seizure detection research.
Jonathan Dan, Una Pale, Alireza Amirshahi, William Cappelletti, Thorir Mar Ingolfsson, Xiaying Wang, Andrea Cossettini, Adriano Bernini, Luca Benini, Sándor Beniczky, David Atienza, Philippe Ryvlin
PDF Code DOI (Epilepsia)
CEReBrO: Compact Encoder for Representations of Brain Oscillations Using Efficient Alternating Attention
Alternating-attention EEG foundation model pre-trained on 20k+ hours that doubles speed and cuts memory by 6× versus standard transformers.
Alexandru Dimofte, Glenn Anta Bucagu, Thorir Mar Ingolfsson, Xiaying Wang, Andrea Cossettini, Luca Benini, Yawei Li
PDF Project DOI
BioFoundation: Foundation Models for Biosignals
Open-source framework powering LUNA, FEMBA, CEReBrO, and other EEG foundation models — including LUNA, accepted at NeurIPS 2025.
PDF Code GitHub Paper
BISeizuRe: BERT-Inspired Seizure Data Representation to Improve Epilepsy Monitoring
BERT-inspired EEG encoder that cuts seizure-detection false positives to 0.23 FP/h after subject-specific tuning.
Luca Benfenati, Thorir Mar Ingolfsson, Andrea Cossettini, Daniele Jahier Pagliari, Alessio Burrello, Luca Benini
PDF Dataset Project Preprint (arXiv) TUH EEG Corpus
GAPses: Versatile Smart Glasses for Comfortable and Fully-Dry Acquisition and Parallel Ultra-Low-Power Processing of EEG and EOG
Fully dry EEG/EOG smart glasses with on-board GAP9 processing delivering 99% biometric accuracy and 12-hour autonomy.
Sebastian Frey, Mattia Alberto Lucchini, Victor Kartsch, Thorir Mar Ingolfsson, Andrea Helga Bernardi, Michael Segessenmann, Jakub Osieleniec, Simone Benatti, Luca Benini, Andrea Cossettini
PDF Preprint (arXiv) DOI
BrainFuseNet: Enhancing Wearable Seizure Detection Through EEG-PPG-Accelerometer Sensor Fusion and Efficient Edge Deployment
EEG-PPG-accelerometer sensor fusion for wearable seizure detection with efficient edge deployment.
Thorir Mar Ingolfsson, Xiaying Wang, Upasana Chakraborty, Simone Benatti, Adriano Bernini, Pauline Ducouret, Philippe Ryvlin, Sándor Beniczky, Luca Benini, Andrea Cossettini
DOI