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Person authentication from video of faces: a behavioral and physiological approach using pseudo hierarchical hidden Markov models

Bicego, Manuele and Grosso, Enrico and Tistarelli, Massimo (2005) Person authentication from video of faces: a behavioral and physiological approach using pseudo hierarchical hidden Markov models. In: International conference on biometric authentication, 5-7 January 2006, Hong Kong, China. Heidelberg-Berlin, Springer. p. 113-120. (Lecture Notes in Computer Science, 3832/2005). eISSN 1611-3349. ISBN 978-3-540-31111-9. Conference or Workshop Item.

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DOI: 10.1007/11608288_16

Abstract

In this paper a novel approach to identity verification, based on the analysis of face video streams, is proposed, which makes use of both physiological and behavioral features. While physical features are obtained from the subject’s face appearance, behavioral features are obtained by asking the subject to vocalize a given sentence. The recorded video sequence is modelled using a Pseudo-Hierarchical Hidden Markov Model, a new type of HMM in which the emission probability of each state is represented by another HMM. The number of states are automatically determined from the data by unsupervised clustering of expressions of faces in the video. Preliminary results on real image data show the feasibility of the proposed approach.

Item Type:Conference or Workshop Item (Paper)
ID Code:468
Status:Published
Uncontrolled Keywords:Authentication, classification, hidden Markov model, unsupervised learning, image sequence analysis, face recognition, behavioral analysis, biometrics
Subjects:Area 09 - Ingegneria industriale e dell'informazione > ING-INF/05 Sistemi di elaborazione delle informazioni
Divisions:001 Università di Sassari > 01 Dipartimenti > Economia, impresa, regolamentazione
001 Università di Sassari > 01 Dipartimenti > Architettura e pianificazione
Publisher:Springer
eISSN:1611-3349
ISBN:978-3-540-31111-9
Additional Information:Pubblicato anche in: Advances in Biometrics. Heidelberg-Berlin: Springer, 2005.
Deposited On:18 Aug 2009 10:02

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