DocumentCode
1351863
Title
Index Codes for Multibiometric Pattern Retrieval
Author
Gyaourova, Aglika ; Ross, Arun
Author_Institution
Lane Dept. of Comput. Sci. & Electr. Eng., West Virginia Univ., Morgantown, WV, USA
Volume
7
Issue
2
fYear
2012
fDate
4/1/2012 12:00:00 AM
Firstpage
518
Lastpage
529
Abstract
In a biometric identification system, the identity corresponding to the input data (probe) is typically determined by comparing it against the templates of all identities in a database (gallery). Exhaustive matching against a large number of identities increases the response time of the system and may also reduce the accuracy of identification. One way to reduce the response time is by designing biometric templates that allow for rapid matching, as in the case of IrisCodes. An alternative approach is to limit the number of identities against which matching is performed based on criteria that are fast to evaluate. We propose a method for generating fixed-length codes for indexing biometric databases. An index code is constructed by computing match scores between a biometric image and a fixed set of reference images. Candidate identities are retrieved based on the similarity between the index code of the probe image and those of the identities in the database. The proposed technique can be easily extended to retrieve pertinent identities from multimodal databases. Experiments on a chimeric face and fingerprint bimodal database resulted in an 84% average reduction in the search space at a hit rate of 100%. These results suggest that the proposed indexing scheme has the potential to substantially reduce the response time without compromising the accuracy of identification.
Keywords
biometrics (access control); image coding; image retrieval; IrisCodes; biometric databases; biometric identification system; biometric image; chimeric face; fingerprint bimodal database; fixed-length codes generation; index codes; indexing scheme; multibiometric pattern retrieval; multimodal databases; rapid matching; Accuracy; Biomedical imaging; Face; Indexing; Probes; Biometrics; feature extraction; image retrieval; indexing; pattern matching;
fLanguage
English
Journal_Title
Information Forensics and Security, IEEE Transactions on
Publisher
ieee
ISSN
1556-6013
Type
jour
DOI
10.1109/TIFS.2011.2172429
Filename
6047573
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