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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Nagar, A. Rane, S. Vetro, A. |
| Copyright Year | 2010 |
| Description | Author affiliation: Michigan State University, East Lansing, USA (Nagar, A.) || Mitsubishi Electric Research Laboratories, Cambridge, MA, USA (Rane, S.; Vetro, A.) |
| Abstract | This paper describes our recent analysis on the security and privacy of biometric feature vectors obtained from fingerprint minutiae. A large number of contiguous regions (cuboids) are selected at random in the minutiae space, and several new features are extracted from the minutiae inside each such cuboid. Specifically, the features are extracted from the average minutia coordinate within a cuboid, the standard deviation of the minutiae coordinates, and the aggregate wall distance, i.e., the sum of distance of each minutia from the boundary of the cuboids. In terms of matching performance on a public database, the feature vectors provide an equal error rate of 3 % even if the imposter is allowed to use the same local patches as the genuine user. Performance within a secure biometrics framework is evaluated by applying an LDPC code to the feature vectors and storing only the syndrome at the access control device, for use in authentication. The paper concludes with a discussion on methods to analyze security and privacy of biometric systems that use such local-aggregate-based feature vectors in a secure biometric recognition framework. This discussion highlights security attacks via template injection, spoofing, and cancelability compromises and also considers the difficulty of privacy attacks via template inversion. |
| Starting Page | 1826 |
| Ending Page | 1829 |
| File Size | 303139 |
| Page Count | 4 |
| File Format | |
| ISBN | 9781424442959 |
| ISSN | 15206149 |
| DOI | 10.1109/ICASSP.2010.5495392 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2010-03-14 |
| Publisher Place | USA |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Privacy Security Feature extraction Aggregates Biometrics Fingerprint recognition Spatial databases Error analysis Parity check codes Access control template inversion secure biometrics fingerprints binary features |
| Content Type | Text |
| Resource Type | Article |
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