Verlagslink DOI: 10.3233/SHTI230719
Titel: A real-time eye tracking system for the detection of eye blinks
Sprache: Englisch
Autorenschaft: Witte, Anja 
Lins, Christian  
Herausgeber*In: Röhrig, Rainer 
Grabe, Niels 
Haag, Martin 
Hübner, Ursula 
Sax, Ulrich 
Schmidt, Carsten Oliver 
Sedlmayr, Martin 
Zapf, Antonia 
Schlagwörter: computer vision; eye blink detection; eye tracking; face detection
Erscheinungsdatum: 12-Sep-2023
Verlag: IOS Press
Teil der Schriftenreihe: German Medical Data Sciences 2023 : Science. Close to People. Proceedings of the 68th Annual Meeting of the German Association of Medical Informatics, Biometry, and Epidemiology e.V. (gmds) 2023 in Heilbronn, Germany 
Zeitschrift oder Schriftenreihe: Studies in health technology and informatics 
Zeitschriftenband: 307
Anfangsseite: 233
Endseite: 240
Konferenz: Annual Meeting of the German Association of Medical Informatics, Biometry, and Epidemiology e.V. 2023 
Zusammenfassung: 
Introduction: This paper proposes an eye blink detection system that automatically detects eye blinks, which can be an indicator of fatigue or cognitive load, among others. As a key feature, the real-time capability of the system is being required to use it, for example, as a monitoring system for people in potentially critical situations (e.g., drivers or operators of heavy machinery). Methods: The system uses the Viola-Jones algorithm for face detection and the median flow tracker to track the face in video sequences. Eye detection is implemented using face proportions, and template matching is used for blink detection. Results: The resulting system processes 40-47 frames per second on default consumer hardware and achieves an accuracy of 80.33% and a precision of 85.22% in the evaluation. Discussion: The proposed system shows promising results under ideal viewing conditions but has difficulty maintaining high precision during head movements. The proposed system could be integrated with various health-related assistance systems to monitor the individual's well-being in real time, as long as their head is observed from the front if possible.
URI: http://hdl.handle.net/20.500.12738/14371
ISBN: 978-1-64368-429-1
978-1-64368-428-4
ISSN: 1879-8365
Begutachtungsstatus: Diese Version hat ein Peer-Review-Verfahren durchlaufen (Peer Review)
Einrichtung: Department Informatik 
Fakultät Technik und Informatik 
Dokumenttyp: Konferenzveröffentlichung
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