Alignment-free Cancellable Template Generation for Fingerprint based Authentication

Rumana Nazmul, MD Rafiqul Islam, Ahsan Raja Chowdhury

Research output: Book chapter/Published conference paperConference paperpeer-review

Abstract

With the emergence and extensive deployment of biometric based user authentication system, ensuring the security of biometric template is becoming a growing concern in research community. One approach of securing biometric data is cancellable biometric which transforms the original biometric features into a non-invertible form for enrolment and matching. However, most of the schemes for generating cancellable template are alignment-based requiring an accurate alignment of query and enrolled images, which is very difficult to achieve. In this paper, we propose an alignment-free technique for generating revocable fingerprint template that exploits the local features i.e., minutiae details in a fingerprint image. A rotation and translation invariant values are extracted from the neighbouring region of each minutia. The invariant values are then used as inputs in a transformation function and combined with a stored and a user-specific key based random vectors using the type and orientation information of the minutiae. Hence, by varying the stored and user-specific keys in the transformation, multiple application-specific templates can be generated to preserve users’ privacy. Besides, if the transformed template is compromised, a new template can be reissued by assigning different keys for transformation to achieve revocability. Furthermore, the proposed approach preserves the actual geometric relationships between the enrolled and query templates even after transformation and offers reasonable recognition rate. Experiments conducted on FVC2000DB1 demonstrate that the proposed method exhibits promising performance in terms of recognition accuracy, computational complexity, security along with diversity, revocability and non-invertibility that are the key issues of cancellable template generation.
Original languageEnglish
Title of host publicationProceedings of the 4th international conference on information systems security and privacy (ICISSP 2018)
EditorsOlivier Camp, Paolo Mori, Steven Furnell
Place of PublicationSetúbal, Portugal
PublisherScitepress
Pages361-366
Number of pages6
ISBN (Electronic)9789897582820
DOIs
Publication statusPublished - 2018
Event4th International Conference on Information Systems Security and Privacy: ICISSP 2018 - Vila Galé Santa Cruz, Funchal, Madeira, Portugal
Duration: 22 Jan 201824 Jan 2018
https://icissp.scitevents.org/?y=2018 (Conference website)
http://www.scitepress.org/ProceedingsDetails.aspx?ID=1zqNwLr29yU=&t=1 (Conference proceedings)

Conference

Conference4th International Conference on Information Systems Security and Privacy
Country/TerritoryPortugal
CityFunchal, Madeira
Period22/01/1824/01/18
OtherThe International Conference on Information Systems Security and Privacy aims at creating a meeting point for researchers and practitioners that address security and privacy challenges that concern information systems, especially in organizations, including not only technological issues but also social issues. The conference welcomes papers of either practical or theoretical nature, presenting research or applications addressing all aspects of security and privacy, that concerns to organizations and individuals, thus creating new research opportunities.
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