Skip to main content

A Novel Topology-Based Matching Algorithm for Fingerprint Recognition in the Presence of Elastic Distortions

  • Conference paper
Computational Science and Its Applications – ICCSA 2005 (ICCSA 2005)

Part of the book series: Lecture Notes in Computer Science ((LNTCS,volume 3480))

Included in the following conference series:

Abstract

Fingerprint matching is a crucial step in fingerprint identification. In this paper, we propose a novel fingerprint alignment and matching scheme based on the geometric structure of minutiae set. The proposed scheme is transformation independent and is based on the Delaunay triangulation based technique. We also propose a novel application of RBF method, typically used for medical image matching, in order to deal with elastic deformations of the fingerprint. Finally, we develop an efficient global matching scheme based on the comparisons of minutiae sets and singular points to increase the validity of the matching results. Using the same amount of information on minutiae set as traditional minutiae based algorithms we achieve a faster performance and higher accuracy rates using our proposed algorithm.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 139.00
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. Ratha, N.K., Karu, K., Chen, S., Jain, A.K.: A Real-Time Matching System for Large Fingerprint Databases. PAMI 18(8), 799–813 (1996)

    Google Scholar 

  2. Bebis, G., Deaconu, T., Georiopoulous, M.: Fingerprint identification using Delaunay triangulation. In: ICIIS 1999, Maryland, pp. 452–459 (November 1999)

    Google Scholar 

  3. Jain, A., Lin, H., Bolle, R.: On-line fingerprint verification. IEEE Trans. Patt. Anal. 19(4), 302–313 (1997)

    Article  Google Scholar 

  4. Jiang, X., Yau, W.-Y.: Fingerprint minutiae matching based on the local and global structures. In: Proc. 15th Internet. Conf. Pattern Recognition (ICPR 2000), vol. 2, pp. 1042–1045 (2000)

    Google Scholar 

  5. Kovacs-Vajna, Z.M.: A Fingerprint Verification System Based on Triangular Matching and Dynamic Time Warping. IEEE Trans. on PAMI 22(11), 1266–1276 (2000)

    Google Scholar 

  6. Fornefett, M., Rohr, K., Stiehl, H.S.: Radial basic functions with compact support for elastic registration of medical images. Image and Vision Computing 19, 87–96 (2001)

    Article  Google Scholar 

  7. Wirth, M.A., Choi, C., Jennings, A.: A nonrigid-body approach to matching mammograms. In: IEEE 7th International Conference on Image Processing and its Applications, Manchester UK, pp. 484–487 (1999)

    Google Scholar 

  8. Senior, A.W., Bolle, R.: Improved Fingerprint Matching by Distortion Removal. IEICE Transactions on Information and Systems, special issue on biometrics E84-D(7), 825–832 (2001)

    Google Scholar 

  9. Wang, C., Gavrilova, M.L.: A Multi-Resolution Approach to Singular Point Detection in Fingerprint Images. In: International Conference of Artificial Intelligence, vol. I, pp. 506–511 (2004)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2005 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Wang, C., Gavrilova, M.L. (2005). A Novel Topology-Based Matching Algorithm for Fingerprint Recognition in the Presence of Elastic Distortions. In: Gervasi, O., et al. Computational Science and Its Applications – ICCSA 2005. ICCSA 2005. Lecture Notes in Computer Science, vol 3480. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11424758_77

Download citation

  • DOI: https://doi.org/10.1007/11424758_77

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-25860-5

  • Online ISBN: 978-3-540-32043-2

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics