DocumentCode
2148848
Title
Iris-biometric comparators: Minimizing trade-offs costs between computational performance and recognition accuracy
Author
Rathgeb, C. ; Uhl, A. ; Wild, P.
Author_Institution
Multimedia Signal Process. & Security Lab. (WaveLab), Univ. of Salzburg, Salzburg, Austria
fYear
2011
fDate
3-4 Nov. 2011
Firstpage
1
Lastpage
6
Abstract
The intricate structure of the iris constitutes a powerful biometric utilized by iris recognition algorithms to extract discriminative biometric templates. In order to provide a rapid comparison of biometric templates the vast majority of feature extraction methods are designed to generate binary biometric templates, applying the Hamming distance as (dis-)similarity metric. Based on this concept several feature extraction techniques have been proposed in literature, while potential improvements in comparison procedures are commonly neglected. In this paper trade-off costs between the computational performance and recognition accuracy of iris-biometric comparators are investigated. Different comparison techniques of binary biometric templates, and a composition of these, are proposed, where emphasis is put on the trade-off between computational cost and improvement of recognition accuracy, i.e. recognition accuracy is improved at minimal additional computational cost. Experimental results confirm the soundness of the proposed approaches.
Keywords
feature extraction; iris recognition; Hamming distance; binary biometric template generation; computational performance; discriminative biometric template extraction; dissimilarity metric; feature extraction methods; iris recognition algorithms; iris-biometric comparators; recognition accuracy; similarity metric; trade-offs cost minimization; Biometrics; bit-reliability; iris biometric comparators; iris recognition; score-level fusion;
fLanguage
English
Publisher
iet
Conference_Titel
Imaging for Crime Detection and Prevention 2011 (ICDP 2011), 4th International Conference on
Conference_Location
London
Electronic_ISBN
978-1-84919-565-2
Type
conf
DOI
10.1049/ic.2011.0110
Filename
6203661
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