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Coprime Mapping Transformation for Protected and Revocable Fingerprint Template Generation

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Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 10682))

Abstract

Compromise of biometric data may cause permanent loss of identity since the biometric information is intrinsically linked with the user. To revoke the stolen biometric template, the concept of cancelable biometrics has been introduced. The idea behind cancelable biometric is to transform the original biometric template into a new template and perform matching in the transformed domain. In this paper, a coprime transformation scheme has been proposed to generate the cancelable fingerprint template. The method divides the fingerprint region into a number of sectors with respect to each minutiae point and identifies the nearest-neighbor minutiae in each sector. Then, ridge-based features for all minutiae points are computed and mapped onto co-prime positions of a random matrix to generate the cancelable template. The proposed approach achieves an EER of 1.82, 1.39, 4.02 and 5.77 on DB1, DB2, DB3 and DB4 datasets of the FVC2002 database, respectively. Experimental results indicate that the method outperforms in comparison to the current state-of-the-art. Moreover, the proposed method fulfills the necessary requirements of diversity, revocability, and non-invertibility with a minor performance degradation caused by the transformation.

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References

  1. Ratha, N.K., Chikkerur, S., Connell, J.H., Bolle, R.M.: Generating cancelable fingerprint templates. IEEE Trans. Pattern Anal. Mach. Intell. 29(4), 561–572 (2007)

    Article  Google Scholar 

  2. Das, P., Karthik, K., Chandra Garai, B.: A robust alignment-free fingerprint hashing algorithm based on minimum distance graphs. Pattern Recogn. 45(9), 3373–3388 (2012)

    Article  Google Scholar 

  3. Lee, C., Kim, J.: Cancelable fingerprint templates using minutiae-based bit-strings. J. Netw. Comput. Appl. 33(3), 236–246 (2010)

    Article  MathSciNet  Google Scholar 

  4. Wang, S., Hu, J.: Alignment-free cancelable fingerprint template design: a densely infinite-to-one mapping approach. Pattern Recogn. 45(12), 4129–4137 (2012)

    Article  MathSciNet  Google Scholar 

  5. Moujahdi, C., Bebis, G., Ghouzali, S., Rziza, M.: Fingerprint shell: secure representation of fingerprint template. Pattern Recogn. Lett. 45, 189–196 (2014)

    Article  Google Scholar 

  6. Wang, S., Hu, J.: A blind system identification approach to cancelable fingerprint templates. Pattern Recogn. 54, 14–22 (2016)

    Article  MathSciNet  Google Scholar 

  7. Wang, S., Deng, G., Hu, J.: A partial Hadamard transform approach to the design of cancelable fingerprint templates containing binary biometric representations. Pattern Recogn. 61, 447–458 (2017)

    Article  Google Scholar 

  8. Cappelli, R., Ferrara, M., Maltoni, D.: Minutia cylinder-code: a new representation and matching technique for fingerprint recognition. IEEE Trans. Pattern Anal. Mach. Intell. 32(12), 2128–2141 (2010)

    Article  Google Scholar 

  9. Ferrara, M., Maltoni, D., Cappelli, R.: Noninvertible minutia cylinder-code representation. IEEE Trans. Inf. Forensics Secur. 7(6), 1727–1737 (2012)

    Article  Google Scholar 

  10. Ferrara, M., Maltoni, D., Cappelli, R.: A two-factor protection scheme for MCC fingerprint templates. In: International Conference of the Biometrics Special Interest Group, pp. 1–8 (2014)

    Google Scholar 

  11. Abraham, J., Gao, J., Kwan, P.: Fingerprint matching using a hybrid shape and orientation descriptor. INTECH Open Access Publisher (2011)

    Google Scholar 

  12. Fingerprint Verification Competition: FVC 2002 database. http://bias.csr.unibo.it/fvc2002/databases.asp

  13. Boult, T.E., Scheirer, W.J., Woodworth, R.: Revocable fingerprint biotokens: accuracy and security analysis. In: IEEE International Conference on Computer Vision and Pattern Recognition, CVPR, pp. 1–8, June 2007

    Google Scholar 

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Acknowledgment

The authors are thankful to SERB (ECR/2017/000027), Deptt. of science & Technology, Govt. of India for providing financial support to carry out this research work. Also, we would like to thank Kamal Meena and Rajesh Verma for coordinating and working with us.

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Correspondence to Rudresh Dwivedi .

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Dwivedi, R., Dey, S. (2017). Coprime Mapping Transformation for Protected and Revocable Fingerprint Template Generation. In: Ghosh, A., Pal, R., Prasath, R. (eds) Mining Intelligence and Knowledge Exploration. MIKE 2017. Lecture Notes in Computer Science(), vol 10682. Springer, Cham. https://doi.org/10.1007/978-3-319-71928-3_12

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  • DOI: https://doi.org/10.1007/978-3-319-71928-3_12

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  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-71927-6

  • Online ISBN: 978-3-319-71928-3

  • eBook Packages: Computer ScienceComputer Science (R0)

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