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Fusion of Local and Regional Approaches for On-Line Signature Verification

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Advances in Biometric Person Authentication (IWBRS 2005)

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Abstract

Function-based methods for on-line signature verification are studied. These methods are classified into local and regional depending on the features used for matching. One representative method of each class is selected from the literature. The selected local and regional methods are based on Dynamic Time Warping and Hidden Markov Models, respectively. Some improvements are presented for the local method aimed at strengthening the performance against skilled forgeries. The two methods are compared following the protocol defined in the Signature Verification Competition 2004. Fusion results are also provided demonstrating the complementary nature of these two approaches.

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References

  1. Jain, A.K., Ross, A., Prabhakar, S.: An introduction to biometric recognition. IEEE Trans. on Circuits and Systems for Video Technology 14, 4–20 (2004)

    Article  Google Scholar 

  2. Plamondon, R., Srihari, S.N.: On-line and off-line handwriting recognition: A comprehensive survey. IEEE Trans. on PAMI 22, 63–84 (2000)

    Google Scholar 

  3. Plamondon, R., Lorette, G.: Automatic signature verification and writer identification - The state of the art. Pattern Recognition 22, 107–131 (1989)

    Article  Google Scholar 

  4. Lee, L.L., Berger, T., Aviczer, E.: Reliable on-line human signature verification systems. IEEE Trans. on Pattern Anal. and Machine Intell. 18, 643–647 (1996)

    Article  Google Scholar 

  5. Kashi, R.S., Hu, J., Nelson, W.L., Turin, W.: On-line handwritten signature verification using Hidden Markov Model features. In: Proc. of ICDAR, pp. 253–257 (1997)

    Google Scholar 

  6. Zhang, K., Nyssen, E., Sahli, H.: A multi-stage on-line signature verification system. Pattern Analysis and Applications 5, 288–295 (2002)

    Article  MathSciNet  Google Scholar 

  7. Fierrez-Aguilar, J., Nanni, L., Lopez-Penalba, J., Ortega-Garcia, J., Maltoni, D.: An on-line signature verification system based on fusion of local and global information. In: Kanade, T., Jain, A., Ratha, N.K. (eds.) AVBPA 2005. LNCS, vol. 3546, pp. 523–532. Springer, Heidelberg (2005)

    Chapter  Google Scholar 

  8. Yang, L., Widjaja, B.K., Prasad, R.: Application of Hidden M arkov Models forsignature verification. Pattern Recognition 28, 161–170 (1995)

    Article  Google Scholar 

  9. Nalwa, V.S.: Automatic on-line signature verification. Proceedings of the IEEE 85, 215–239 (1997)

    Article  Google Scholar 

  10. Jain, A.K., Griess, F., Connell, S.: On-line signature verification. Pattern Recognition 35, 2963–2972 (2002)

    Article  MATH  Google Scholar 

  11. Kholmatov, A., Yanikoglu, B.: Biometric authentication using online signatures. In: Aykanat, C., Dayar, T., Körpeoğlu, İ. (eds.) ISCIS 2004. LNCS, vol. 3280, pp. 373–380. Springer, Heidelberg (2004)

    Chapter  Google Scholar 

  12. Fierrez-Aguilar, J., Ortega-Garcia, J., Gonzalez-Rodriguez, J.: Target dependent score normalization techniques and their application to signature verification. IEEE Trans. on Systems, Man and Cybernetics, part C 35, 418–425 (2005)

    Article  Google Scholar 

  13. Jain, A.K., Ross, A.: Multibiometric systems. Communications of the ACM 47, 34–40 (2004)

    Article  Google Scholar 

  14. Bigun, E.S., Bigun, J., Duc, B., Fischer, S.: Expert conciliation for multi modal person authentication systems by Bayesian statistics. In: Bigün, J., Borgefors, G., Chollet, G. (eds.) AVBPA 1997. LNCS, vol. 1206, pp. 291–300. Springer, Heidelberg (1997)

    Chapter  Google Scholar 

  15. Kittler, J., Hatef, M., Duin, R., Matas, J.: On combining classifiers. IEEE Trans. on Pattern Anal. and Machine Intell. 20, 226–239 (1998)

    Article  Google Scholar 

  16. Maltoni, D., Maio, D., Jain, A.K., Prabhakar, S.: Handbook of Fingerprint Recognition. Springer, Heidelberg (2003)

    MATH  Google Scholar 

  17. Fierrez-Aguilar, J., Garcia-Romero, D., Ortega-Garcia, J., Gonzalez-Rodriguez, J.: Speaker verification using adapted user-dependent multilevel fusion. In: Oza, N.C., Polikar, R., Kittler, J., Roli, F. (eds.) MCS 2005. LNCS, vol. 3541, pp. 356–365. Springer, Heidelberg (2005)

    Chapter  Google Scholar 

  18. Yeung, D.Y., Chang, H., Xiong, Y., George, S., Kashi, R., Matsumoto, T., Rigoll, G.: SVC2004: First International Signature Verification Competition. In: Zhang, D., Jain, A.K. (eds.) ICBA 2004. LNCS, vol. 3072, pp. 16–22. Springer, Heidelberg (2004)

    Chapter  Google Scholar 

  19. Krawczyk, S.: User authentication using on-line signature and speech. Master’s thesis, Michigan State University, Dep. of Computer Science and Engineering (2005)

    Google Scholar 

  20. Jain, A., Nandakumar, K., Ross, A.: Score normalization in multimodal biometric systems. Pattern Recognition (2005) (to appear)

    Google Scholar 

  21. Ortega-Garcia, J., et al.: MCYT baseline corpus: A bimodal biometric database. IEEE Proc. Vision, Image and Signal Processing 150, 395–401 (2003)

    Article  Google Scholar 

  22. Martin, A., et al.: The DET curve in assessment of decision task performance. In: Proc. of EuroSpeech, pp. 1895–1898 (1997)

    Google Scholar 

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Fierrez-Aguilar, J., Krawczyk, S., Ortega-Garcia, J., Jain, A.K. (2005). Fusion of Local and Regional Approaches for On-Line Signature Verification. In: Li, S.Z., Sun, Z., Tan, T., Pankanti, S., Chollet, G., Zhang, D. (eds) Advances in Biometric Person Authentication. IWBRS 2005. Lecture Notes in Computer Science, vol 3781. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11569947_24

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  • DOI: https://doi.org/10.1007/11569947_24

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-29431-3

  • Online ISBN: 978-3-540-32248-1

  • eBook Packages: Computer ScienceComputer Science (R0)

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