An ensemble learning approach to lip-based biometric verification, with a dynamic selection of classifiers

•Ensemble classifier system is applied to biometric verification.•For each base classifier, the classifier’s competence is separately calculated.•A lip geometrical features measurements are proposed.•Experiments confirmed our method outperforms other state-of-the-art methods. Machine learning approa...

Ausführliche Beschreibung

Bibliographische Detailangaben

Veröffentlicht in:	Expert systems with applications 2019-01, Vol.115, p.673-683
Hauptverfasser:	Porwik, Piotr, Doroz, Rafal, Wrobel, Krzysztof
Format:	Artikel
Sprache:	eng
Schlagworte:	Automatic classification Biometrics Classification Classifiers Dynamic classifiers selection Ensemble classification Ensemble learning Lip-based biometrics Machine learning Pattern recognition Pattern recognition systems Person verification Protocol verification
Online-Zugang:	Volltext
Tags:	Tag hinzufügen Keine Tags, Fügen Sie den ersten Tag hinzu!