This paper presents a method for face identification using an eigenfaces approach. Our technique is suitable for use within Ambient Security Environments and is robust across variations in pose, expression and illuminations conditions. To account for these variations, we use a face template matching algorithm based on a 3D head model. Thanks to our tracking-based approach our algorithm is able to extract simultaneously all parameters related to the face expression and to the 3D posture. With these estimates, we are able to reconstruct a frontal, neutral and normalized image on which an eigenface classification for identification is performed.

Tracking based face identification : away to manage occlusions, and illumination, posture and expression changes / F. Beverina, G. Palmas, M. Anisetti, V. Bellandi - In: The 2nd IET international conference on intelligent environments : IE '06 : 05-06 july 2006. 1. / [a cura di] [s.n.]. - [London] : Institution of engineering and technology, 2006 Jul. - ISBN 9780863416637. - pp. 161-166 (( Intervento presentato al 2. convegno IET International Conference on Intelligent Environments tenutosi a Athens nel 2006.

Tracking based face identification : away to manage occlusions, and illumination, posture and expression changes

M. Anisetti
Penultimo
;
V. Bellandi
Ultimo
2006

Abstract

This paper presents a method for face identification using an eigenfaces approach. Our technique is suitable for use within Ambient Security Environments and is robust across variations in pose, expression and illuminations conditions. To account for these variations, we use a face template matching algorithm based on a 3D head model. Thanks to our tracking-based approach our algorithm is able to extract simultaneously all parameters related to the face expression and to the 3D posture. With these estimates, we are able to reconstruct a frontal, neutral and normalized image on which an eigenface classification for identification is performed.
Face classification ; Biometric data analysis ; Occlusion ; Expression ; Posture.
Settore INF/01 - Informatica
lug-2006
IEE
http://www.ieeexplore.ieee.org/xpls/abs_all.jsp?isnumber=4197733&arnumber=4197775&count=95&index=41
Book Part (author)
File in questo prodotto:
Non ci sono file associati a questo prodotto.
Pubblicazioni consigliate

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2434/41051
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 9
  • ???jsp.display-item.citation.isi??? ND
social impact