mlsanityData to 14 Oct 2026

An Unobtrusive and Lightweight Ear-worn System for Continuous Epileptic Seizure Detection

arXiv 2401.05425 ↗First posted 1 Jan 2024eess.SP cs.LGcited by 1

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Abstract (arXiv)

Epilepsy is one of the most common neurological diseases globally (around 50 million people worldwide). Fortunately, up to 70% of people with epilepsy could live seizure-free if properly diagnosed and treated, and a reliable technique to monitor the onset of seizures could improve the quality of life of patients who are constantly facing the fear of random seizure attacks. The scalp-based EEG test, despite being the gold standard for diagnosing epilepsy, is costly, necessitates hospitalization, demands skilled professionals for operation, and is discomforting for users. In this paper, we propose EarSD, a novel lightweight, unobtrusive, and socially acceptable ear-worn system to detect epileptic seizure onsets by measuring the physiological signals from behind the user's ears. EarSD includes an integrated custom-built sensing-computing-communication PCB to collect and amplify the signals of interest, remove the noises caused by motion artifacts and environmental impacts, and stream the data wirelessly to the computer/mobile phone nearby, where data are uploaded to the host computer for further processing. We conducted both in-lab and in-hospital experiments with epileptic seizure patients who were hospitalized for seizure studies.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 7 of its 129 references that are in the map. First posted on arXiv 1 Jan 2024.

Builds on

7 of 129 references.

References · 7

  1. 2018The Temple University Hospital Seizure Detection Corpuscited by 83
  2. 2021Self-Supervised Graph Neural Networks for Improved Electroencephalographic Seizure Analysiscited by 76
  3. 2020Epileptic Seizures Detection Using Deep Learning Techniques: A Reviewcited by 32
  4. 2020Multiplicative Updates for NMF with β-Divergences under Disjoint Equality Constraintscited by 8
  5. 2020Wireless User-Generic Ear EEGcited by 4
  6. 2018Blind Source Separation with Optimal Transport Non-negative Matrix Factorizationcited by 3
  7. 2020A Brief Summary of EEG Artifact Handlingcited by 3

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Citing papers per year: 2025: 1.

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