NEUROSKY-EPI

First open single-electrode epilepsy EEG dataset with context-aware AI

NEUROSKY-EPI: Context-Aware Epilepsy Detection

The First Open Single-Electrode Epilepsy EEG Dataset

Accepted at NeurIPS 2025 Workshop on Time Series for Health (TS4H)

Project Overview

NEUROSKY-EPI addresses a critical gap in epilepsy research by providing the first open-source single-electrode EEG dataset specifically designed for epilepsy prognosis, combined with novel context-aware deep learning models.

Key Innovations

🧠 Single-Electrode Design: Making EEG-based epilepsy monitoring more accessible and practical
📊 Open Dataset: First publicly available single-electrode epilepsy EEG dataset
🤖 Context-Aware Modeling: Novel deep learning architecture that considers temporal and situational context
⚡ Real-Time Processing: Optimized for real-time brain-computer interface applications

Technical Contributions

  • Dataset Creation: Curated and annotated comprehensive single-electrode EEG data
  • Deep Learning Architecture: Context-aware neural networks for epilepsy prediction
  • Real-Time System: Designed for practical deployment in clinical and personal settings
  • BCI Framework: Brain-computer interface modeling for epilepsy prognosis

Clinical Impact

The single-electrode approach significantly reduces:

  • Equipment complexity and cost
  • Setup time for patients
  • Barriers to continuous monitoring
  • Data processing requirements

This makes epilepsy monitoring more accessible, especially in resource-constrained environments.

Research Publication

NeurIPS 2025 TS4H Workshop: “NEUROSKY-EPI: The First Open Single-Electrode Epilepsy EEG Dataset with Context-Aware Modeling” [OpenReview]

Collaboration

Supervisor: Prof. Dr. A.B.M. Alim Al Islam, BUET
Co-authors: Md. Hasnaen Adil, Ayesha Rahman, Ahmmad Nur Swapnil, Maoyejatun Hasana

Future Directions

  • Expanding dataset with diverse patient populations
  • Developing mobile applications for continuous monitoring
  • Integrating with wearable devices
  • Clinical trials and validation studies

NEUROSKY-EPI aims to democratize epilepsy monitoring through accessible technology and open science.

References