Seizure Detection

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 Dataset Open Access PDF DOI (Epilepsia) SzCORE GitHub
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
Reducing False Alarms in Wearable Seizure Detection With EEGformer: A Compact Transformer Model for MCUs
Compact transformer seizure detector that achieves 73% sensitivity with 0.15 FP/h and runs in 13.7 ms at 0.31 mJ on GAP9.
Paola Busia, Andrea Cossettini, Thorir Mar Ingolfsson, Simone Benatti, Alessio Burrello, Victor J. B. Jung, Moritz Scherer, Matteo A. Scrugli, Adriano Bernini, Pauline Ducouret, Philippe Ryvlin, Paolo Meloni, Luca Benini
PDF Cite Dataset IEEE Xplore CHB-MIT Dataset
Reducing False Alarms in Wearable Seizure Detection With EEGformer: A Compact Transformer Model for MCUs
Minimizing Artifact-Induced False Alarms for Seizure Detection in Wearable EEG Devices with Gradient-Boosted Tree Classifiers
Gradient-boosted seizure + artifact detection that cuts false alarms by 96% while enabling 300-hour wearable monitoring.
Thorir Mar Ingolfsson, Simone Benatti, Xiaying Wang, Adriano Bernini, Pauline Ducouret, Philippe Ryvlin, Sándor Beniczky, Luca Benini, Andrea Cossettini
PDF Cite Dataset Scientific Reports Article CHB-MIT Dataset
Minimizing Artifact-Induced False Alarms for Seizure Detection in Wearable EEG Devices with Gradient-Boosted Tree Classifiers
IEEE BioCAS 2023
Oral presentation of EpiDeNet and poster presentation of SkiLog at IEEE BioCAS 2023.
19, Oct, 2023 Beanfield Centre, Toronto, Canada
Slides EpiDeNet oral slides SkiLog poster handout EpiDeNet publication SkiLog publication
IEEE BioCAS 2023
Energy-Efficient Tree-Based EEG Artifact Detection
Energy-Efficient Artifact Detection Based on a Minimal Number of EEG Channels.
14, Jul, 2022 Scottish Event Campus
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Energy-Efficient Tree-Based EEG Artifact Detection