Secure template protection in touch-less based fingeprint verification system

Hiew Bee Yan, Andrew Teoh Beng Jin

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Citation (Scopus)

Abstract

Cancellable biometrics has been a challenging and essential approach to protect the privacy of biometric templates. Multiple Random Projections (MRP) is our formerly presented two-factor cancellable formulation. In that method, the biometric data is changed in a revocable but noninvertible manner by projecting every fixed length feature vector (extracted from the raw biometrics) onto a user-specific random subspace. In this paper, we propose a variant of MRP, namely Multiple Random Projections-Support Vector Machine (MRP-SVM). The MRP's template protection characteristics are inherited by MRP-SVM due to existence of the property of dot product and non-linear kernel. Furthermore, the verification performance is improved. This approach is verified using the touch-less based acquired fingerprint images. Touch-less based acquired images are free from latent fingerprint issues that can lead to fraudulent use. Hence, the security and privacy protection of fingerprint biometric templates is consolidated by the cancellable biometrics approach.

Original languageEnglish
Title of host publicationProceedings - 7th International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIHMSP 2011
Pages260-265
Number of pages6
DOIs
Publication statusPublished - 2011 Dec 19
Event7th International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIHMSP 2011 - Dalian, China
Duration: 2011 Oct 142011 Oct 16

Publication series

NameProceedings - 7th International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIHMSP 2011

Other

Other7th International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIHMSP 2011
CountryChina
CityDalian
Period11/10/1411/10/16

Fingerprint

Biometrics
Support vector machines

All Science Journal Classification (ASJC) codes

  • Artificial Intelligence
  • Information Systems
  • Signal Processing

Cite this

Yan, H. B., & Jin, A. T. B. (2011). Secure template protection in touch-less based fingeprint verification system. In Proceedings - 7th International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIHMSP 2011 (pp. 260-265). [6079523] (Proceedings - 7th International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIHMSP 2011). https://doi.org/10.1109/IIHMSP.2011.18
Yan, Hiew Bee ; Jin, Andrew Teoh Beng. / Secure template protection in touch-less based fingeprint verification system. Proceedings - 7th International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIHMSP 2011. 2011. pp. 260-265 (Proceedings - 7th International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIHMSP 2011).
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abstract = "Cancellable biometrics has been a challenging and essential approach to protect the privacy of biometric templates. Multiple Random Projections (MRP) is our formerly presented two-factor cancellable formulation. In that method, the biometric data is changed in a revocable but noninvertible manner by projecting every fixed length feature vector (extracted from the raw biometrics) onto a user-specific random subspace. In this paper, we propose a variant of MRP, namely Multiple Random Projections-Support Vector Machine (MRP-SVM). The MRP's template protection characteristics are inherited by MRP-SVM due to existence of the property of dot product and non-linear kernel. Furthermore, the verification performance is improved. This approach is verified using the touch-less based acquired fingerprint images. Touch-less based acquired images are free from latent fingerprint issues that can lead to fraudulent use. Hence, the security and privacy protection of fingerprint biometric templates is consolidated by the cancellable biometrics approach.",
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Yan, HB & Jin, ATB 2011, Secure template protection in touch-less based fingeprint verification system. in Proceedings - 7th International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIHMSP 2011., 6079523, Proceedings - 7th International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIHMSP 2011, pp. 260-265, 7th International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIHMSP 2011, Dalian, China, 11/10/14. https://doi.org/10.1109/IIHMSP.2011.18

Secure template protection in touch-less based fingeprint verification system. / Yan, Hiew Bee; Jin, Andrew Teoh Beng.

Proceedings - 7th International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIHMSP 2011. 2011. p. 260-265 6079523 (Proceedings - 7th International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIHMSP 2011).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

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Yan HB, Jin ATB. Secure template protection in touch-less based fingeprint verification system. In Proceedings - 7th International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIHMSP 2011. 2011. p. 260-265. 6079523. (Proceedings - 7th International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIHMSP 2011). https://doi.org/10.1109/IIHMSP.2011.18