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Registration and Modeling of Elastic Deformations of Fingerprints

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Biometric Authentication (BioAW 2004)

Part of the book series: Lecture Notes in Computer Science ((LNCS,volume 3087))

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Abstract

We apply the methods of the theory of elasticity for two important problems in fingerprint based authentication: (1) registration of deformations up to the level of pixel-wise correspondence of two images; (2) parametric modeling and exact measurement of the natural deformations. The approach is based on the numerical solution of Navier linear PDE, the registration being provided even for the cases of significant losses and errors in the initial correspondences of minutiae that may be caused by various noise and distortion factors. Relatively compact and theoretically grounded model of the deformations is proposed, which allows to obtain the estimations of discrepancies in the most extreme cases.

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References

  1. Pankanti, S., Prabhakar, S., Jain, A.K.: On the Individuality of Fingerprints. IEEE Trans. PAMI 24(8), 1010–1025 (2002)

    Google Scholar 

  2. Wilson, C.L., Watson, C.I., Garris, M.D., Hicklin, A.: Studies of Fingerprint Matching Using the NIST Verification Test Bed (VTB), available at ftp://sequoyah.nist.gov/pub/nistinternalreports/ir7020.pdf

  3. Lee, H.C., Gaenssley, R.E.: Advances in Fingerprint Technology. Elsevier, New York (1991)

    Google Scholar 

  4. Halici, U., Jain, L.C., Erol, A.: Introduction to Fingerprint Recognition. In: Intelligent Biometric Techniques in Fingerprint and Face Recognition, CRC Press, Boca Raton (1999)

    Google Scholar 

  5. Eleccion, M.: Automatic Fingerprint Identification. IEEE Spectrum 10, 36–45 (1973)

    Article  Google Scholar 

  6. Jain, A.K., Hong, L., Bolle, R.: On-Line Fingerprint Verification. IEEE Trans. On Pattern Analysis and Machine Intelligence 19(4), 302–314 (1997)

    Article  Google Scholar 

  7. Jain, A.K., Hong, L., Pankanti, S., Bolle, R.: An Identity-Authentication System Using Fingerprints. Proc. of IEEE 85(9), 1365–1388 (1997)

    Article  Google Scholar 

  8. Novikov, S.O., Glushchenko, G.N.: Fingerprint ridges structure generation models. In: Proc. SPIE 6th Int. Workshop on Digital Image Processing and Computer Graphics, Vienna, October 20-22., vol. 3346 (1997)

    Google Scholar 

  9. Kohonen, T.: Self-Organization and Assotiative Memory. Series in Informatic Sciences, vol. 8. Springer, Heidelberg (1984)

    Google Scholar 

  10. Burr, D.J.: A Dynamic Model for Image Registration. Computer Graphics and Image Processing 15, 102–112 (1981)

    Article  Google Scholar 

  11. Bazen, A.M., Gerez, S.H.: Thin-Plate Spline Modelling of Elastic Deformation in Fingerprints. In: Proceedings of 3rd IEEE Benelux Signal Processing Symposium (2002)

    Google Scholar 

  12. Bookstein, F.L.: Principal Warps: Thin-Plate Splines and the Decomposition of Deformations. IEEE Trans. PAMI 11(6), 567–585 (1989)

    MATH  Google Scholar 

  13. Fornefett, M., Rohr, K., Stiehl, H.S.: Elastic Medical Image Registration Using Surface Landmarks with Automatic Finding of Correspondences. In: Horsch, A., Lehmann, T. (eds.) Proc. Workshop Bildverarbeitung fur die Medizinl, Informatik actuell, Munchen, Germany, pp. 48–52. Springer, Berlin (2000)

    Google Scholar 

  14. Fornefett, M., Rohr, K., Stiehl, H.S.: Radial Basis Functions with Compact Support for Elastic Registration of Medical Images. Image and Vision Computing 19(1-2), 87–96 (2001)

    Article  Google Scholar 

  15. Cappelli, R., Maio, D., Maltoni, D.: Modelling Plastic Distortion in Fingerprint Images. In: Singh, S., Murshed, N., Kropatsch, W.G. (eds.) ICAPR 2001. LNCS, vol. 2013, pp. 369–376. Springer, Heidelberg (2001)

    Chapter  Google Scholar 

  16. Ushmaev, O., Novikov, S.: Registration of Elastic Deformations of Fingerprint Images with Automatic Finding of Correspondences. In: Proc. MMUA 2003, Santa Barbara, CA, pp. 196–201 (2003)

    Google Scholar 

  17. First International Competition for Fingerprint Verification Algorithms (FVC 2000), bias.csr.unibo.it/fvc2000/

  18. FVC 2002, The Second International Competition for Fingerprint Verification Algorithms (FVC 2000), bias.csr.unibo.it/fvc2002/

  19. Shames, I.H., Pitarresi, J.M.: Introduction to Solid Mechanics. Upper Saddle River, NJ (2000)

    Google Scholar 

  20. Landau, L.D., Lifshits, E.M.: Theory of Elasticity: Course of Theoretical Physics, Butterworth-Heinemann Edition (1995)

    Google Scholar 

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Novikov, S., Ushmaev, O. (2004). Registration and Modeling of Elastic Deformations of Fingerprints. In: Maltoni, D., Jain, A.K. (eds) Biometric Authentication. BioAW 2004. Lecture Notes in Computer Science, vol 3087. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-25976-3_8

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  • DOI: https://doi.org/10.1007/978-3-540-25976-3_8

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-22499-0

  • Online ISBN: 978-3-540-25976-3

  • eBook Packages: Springer Book Archive

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