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Exploiting the “doddington zoo” effect in biometric fusion

Ross, Arun and Rattani, Ajita and Tistarelli, Massimo (2009) Exploiting the “doddington zoo” effect in biometric fusion. In: IEEE 3rd International Conference on Biometrics: Theory, Applications, and Systems, 2009, 28-30 September 2009, Washington (DC), USA. Piscataway, IEEE. p. 1-7. ISBN 978-1-4244-5019-0. eISBN 978-1-4244-5020-6. Conference or Workshop Item.

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DOI: 10.1109/BTAS.2009.5339011

Abstract

Recent research in biometrics has suggested the existence of the “Biometric Menagerie” in which weak users contribute disproportionately to the error rate (FAR and FRR) of a biometric system. The aim of this work is to utilize this observation to design a multibiometric system where information is consolidated on a user-specific basis. To facilitate this, the users in a database are characterized into multiple categories and only users belonging to weak categories are required to provide additional biometric information. The contribution of this work lies in (a) the design of a selective fusion scheme where fusion is invoked only for a subset of users, and (b) evaluating the performance of such a scheme on two public datasets. Experiments on the multi-unit CASIA V3 iris database and multi-unitWVU fingerprint database indicate that selective fusion, as defined in this work, improves overall matching accuracy while potentially reducing overall computational time. This has positive implications in a large-scale system where the throughput can be substantially increased without compromising the verification accuracy of the system.

Item Type:Conference or Workshop Item (Contribute)
ID Code:7030
Status:Published
Uncontrolled Keywords:Biometrics, data engineering, error analysis, fingerprint recognition, image sensors, information resources, iris, large-scale systems, spatial databases, throughput
Subjects:Area 09 - Ingegneria industriale e dell'informazione > ING-INF/05 Sistemi di elaborazione delle informazioni
Divisions:001 Università di Sassari > 01 Dipartimenti > Architettura e pianificazione
Publisher:IEEE
ISBN:978-1-4244-5019-0
ISBN:978-1-4244-5020-6
Deposited On:26 Jan 2012 14:31

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