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Feature level fusion of face and fingerprint biometrics

Rattani, Ajita and Kisku, Dakshina Ranjan and Bicego, Manuele and Tistarelli, Massimo (2007) Feature level fusion of face and fingerprint biometrics. In: Biometrics: Theory, Applications, and Systems, 2007: BTAS 2007: First IEEE International Conference, 27-29 September 2007, Crystal City (VA), USA. Piscataway, IEEE. p. 1-6. ISBN 978-1-4244-1597-7. Conference or Workshop Item.

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DOI: 10.1109/BTAS.2007.4401919

Abstract

The aim of this paper is to study the fusion at feature extraction level for face and fingerprint biometrics. The proposed approach is based on the fusion of the two traits by extracting independent feature pointsets from the two modalities, and making the two pointsets compatible for concatenation. Moreover, to handle the 'problem of curse of dimensionality', the feature pointsets are properly reduced in dimension. Different feature reduction techniques are implemented, prior and after the feature pointsets fusion, and the results are duly recorded. The fused feature pointset for the database and the query face and fingerprint images are matched using techniques based on either the point pattern matching, or the Delaunay triangulation. Comparative experiments are conducted on chimeric and real databases, to assess the actual advantage of the fusion performed at the feature extraction level, in comparison to the matching score level.

Item Type:Conference or Workshop Item (Paper)
ID Code:2144
Status:Published
Uncontrolled Keywords:Face, feature level fusion, fingerprint, multimodal 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:IEEE
Copyright Holders:© 2007 IEEE
ISBN:978-1-4244-1597-7
Publisher Policy:Depositato in conformità con la politica di copyright dell'Editore
Deposited On:18 Aug 2009 10:07

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