Skip to main content
SpringerLink
Log in

A Survey of On-line Signature Verification

  • Conference paper
Book cover Biometric Recognition (CCBR 2011)

Part of the book series: Lecture Notes in Computer Science ((LNIP,volume 7098))

Included in the following conference series:

Abstract

Signature is a commonly accepted biometric feature for individual identification. On-line signature has begun to prevail in the last decades for it exploits dynamic features which traditional off-line signature fails to preserve. This paper presents a review of researches on on-line signature verification during recent years and lists some of the works that provide promising results.

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

Access this chapter

Log in via an institution
Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 39.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 54.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

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. Jain, A.K., Griess, F.D., Connell, S.D.: On-line signature verification. Pattern Recognition 35(12), 2963–2972 (2002)

    Article  MATH  Google Scholar 

  2. Hamilton, D.J., Whelan, J., McLaren, A., Macintyre, I., Tizzard, A.: Low cost dynamic signature verification system. In: Proc. Eur. Convention Secur. Detection

    Google Scholar 

  3. Alonso-Fernandez, F., Fierrez-Aguilar, J., Ortega-Garcia, J.: Sensor interoperability and fusion in signature verification: A case study using table pc. In: Proc. Int. Workshop Biometric Recognit. Syst.

    Google Scholar 

  4. Crane, H.D., Ostrem, J.S.: Automatic signature verification using a three-axis force-sensitive pen. IEEE Trans. Syst. Man, Cybern. 13(3), 329–337 (1983)

    Article  Google Scholar 

  5. Zhukov, A., Vaqquez, M., Garcia-Beneytez: Magnetoelastic sensor for signature identification based on mechanomagnetic effect in amorphous wires. J. Phys. 4(8), 763–766 (1998)

    Google Scholar 

  6. Kamel, N.S., Sayeed, S., Ellis, G.A.: Glove-based approach to online signature verification. IEEE Trans. Pattern Anal. Mach. Intell 30(6), 1109–1113 (2008)

    Article  Google Scholar 

  7. Kashi, R.S., Hu, J., Nelson, W.L.: On-line handwritten signature verification using hidden markov model features. In: Proc. 4th Int. Conf. Doc. Anal. Recognit., vol. 1, pp. 253–257 (1997)

    Google Scholar 

  8. Dimauro, G., Impedovo, S., Pirlo, G.: Component-oriented algorithms for signature verification. Int. J. Pattern Recognit. Artif. Intell. 8(3), 771–794 (1994)

    Article  Google Scholar 

  9. Shafiei, M.M., Rabiee, H.R.:

    Google Scholar 

  10. Lee, J., Yoon, H.-S., Soh, J., Chun, B.T., Chung, Y.K.: Using geometric extrema for segment-to-segment characteristics comparison in online signature verification

    Google Scholar 

  11. Brault, J.-J., Plamondon, R.: Segmenting handwritten signatures at their perceptually important points. IEEE Trans. Pattern Anal. Mach. Intell. 15(9), 953–957 (1993)

    Article  Google Scholar 

  12. Richiardi, J., Ketabdar, H.: Local and global feature selection for on-line signature verification. In: Proceeding of the 8th International Conference on Document Analysis and Recognition, Seoul, Korea, pp. 625–629 (2005)

    Google Scholar 

  13. Lei, H., Govindaraju, V.: A comparative study on the consistency of features in on-line signature verification. Pattern Recognit. Lett. 26, 2483–2489 (2005)

    Article  Google Scholar 

  14. 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: Audio- and Video-based Biometric Person Authentication (2005)

    Google Scholar 

  15. Chen, Y., Ding, X.: On-line signature verification using direction sequence string matching. In: Proc. SPIE, vol. 4875, pp. 744–749 (2002)

    Google Scholar 

  16. Lejtman, D.Z., George, S.E.: On-line handwritten signature verification using wavelets and back-propagation neural networks. In: Proc. 6th Int. Conf. Doc. Anal. Recognit., pp. 992–996 (2001)

    Google Scholar 

  17. Ji, H.-W., Quan, Z.-H.: Signature verification using wavelet transform and support vector machine. In: Proc. Int. Conf. Intell. Comput. (2005)

    Google Scholar 

  18. Deng, H.R., Wang, Y.H.: On-line signature verification based on spatio-temporal correlation. In: Huang, D.-S., Jo, K.-H., Lee, H.-H., Kang, H.-J., Bevilacqua, V. (eds.) ICIC 2009. LNCS, vol. 5754, pp. 75–81. Springer, Heidelberg (2009)

    Chapter  Google Scholar 

  19. Yeung, D.-Y., Chang, H., Xiong, Y., George, S.E., Kashi, R.S., 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 

  20. Kholmatov, A., Yanikoglu, B.: Identity authentication using improved online signature verification method. Pattern Recognition Letters, pp. 2400–2408 (2005)

    Google Scholar 

  21. Li, B., Wang, K., Zhang, D.: On-line signature verification based on pca (principal component analysis) and mca (minor component analysis). In: Zhang, D., Jain, A.K. (eds.) ICBA 2004. LNCS, vol. 3072, pp. 540–546. Springer, Heidelberg (2004)

    Chapter  Google Scholar 

  22. Osman, T.A., Paulik, M.j., Krishnan, M.: An online signature verification system based on multivariate autoregressive modeling and dtw segmentation. In: IEEE Workshop on Signal Processing Applications for Public Security and Forensics (2007)

    Google Scholar 

  23. Feng, H., Wah, C.C.: Online signature verification using a new extreme points warping technique. Pattern Recognit. Lett. 24

    Google Scholar 

  24. Hu, L., Wang, Y.-H.: On-line signature verification based on fusion of global and local information. In: Proceedings of International Conference on Wavelet Analysis and Pattern Recognition (2007)

    Google Scholar 

  25. Plamondon, D., Pirlo, G.: Automatic signature verification: The state of the art. Systems, Man, and Cybernetics,Part C: Applications and Reviews 38(5), 609–635 (2008)

    Article  Google Scholar 

  26. Igarza, J.J., Goirizelaia, I., Espinosa, K., Hernaez, I., Mendez, R., Sanchez, J.: Online handwritten signature verification using hidden markov models. In: Sanfeliu, A., Ruiz-Shulcloper, J. (eds.) CIARP 2003. LNCS, vol. 2905, pp. 391–399. Springer, Heidelberg (2003)

    Chapter  Google Scholar 

  27. Quan, Z.-H., Liu, K.-H.: Online signature verification based on the hybrid hmm/ann model. Int. J. Comput. Sci. Netw. Secur. 7(3), 313–321 (2007)

    Google Scholar 

  28. Mohankrishnan, N., Paulik, M.J., Khalil, M.: On-line signature verification using a nonstationary autoregressive model representation. In: Proc. IEEE Int. Symp. Circuits Syst., pp. 2303–2306 (1993)

    Google Scholar 

  29. Fuentes, M., Garcia-Salicetti, S., Dorizzi, B.: On-line signature verification: Fusion of a hidden markov model and a neural network via a support vector machine. In: Proc. 8th Int. Workshop Front. Handwriting Recognit., pp. 253–258 (2002)

    Google Scholar 

  30. Gruber, C., Gruber, T., Krinninger, S., Sick, B.: Online signature verification with support vector machines based on lcss kernel functions. In: IEEE Transactions on Systems, Man, and Cybernetics - Part B: Cybernetics, pp. 1088–1100 (2010)

    Google Scholar 

  31. Ortega-Garcia, J., Fierrez-Aguilar, J., Simon, D., Gonzalez, J., Faundez, M., Espinosa, V., Satue, A., Hernaez, I., Igarza, J.-J., Vivaracho, C., Escudero, D., Moro, Q.-I.: Mcyt baseline corpus: A bimodal biometric database. Inst. Elect. Eng. Proc. Vis., Image Signal Process., Special Issue Biometrics Internet 150(6), 395–401 (2003)

    Article  Google Scholar 

  32. Kholmatov, A., Yanikoglu, B.: Susig: an on-line signature database, associated protocols and benchmark results. Pattern Anal Applic. 12, 227–236 (2009)

    Article  MathSciNet  Google Scholar 

Download references

Author information

Authors and Affiliations

  1. Laboratory of Intelligent Recognition and Image Processing, Beihang University, Beijing, China

    Zhaoxiang Zhang

  2. Beijing Key Laboratory of Digital Media, Beihang University, Beijing, China

    Kaiyue Wang

  3. School of Computer Science and Engineering, Beihang University, Beijing, China

    Yunhong Wang

Authors
  1. Zhaoxiang Zhang
    View author publications

    You can also search for this author in PubMed Google Scholar

  2. Kaiyue Wang
    View author publications

    You can also search for this author in PubMed Google Scholar

  3. Yunhong Wang
    View author publications

    You can also search for this author in PubMed Google Scholar

Editor information

Editors and Affiliations

  1. National Laboratory of Pattern Recognition, Center for Biometrics and Security Research, Chinese Academy of Sciences, Institute of Automation, P.O. Box 2728, 100190, Beijing, China

    Zhenan Sun  & Tieniu Tan  & 

  2. School of Information Science and Technolog, Sun Yat-Sen University, 510275, Guangzhou, China

    Jianhuang Lai

  3. Institute of Computing Technology, Chinese Academy of Sciences, 100190, Beijing, China

    Xilin Chen

Rights and permissions

Reprints and permissions

Copyright information

© 2011 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Zhang, Z., Wang, K., Wang, Y. (2011). A Survey of On-line Signature Verification. In: Sun, Z., Lai, J., Chen, X., Tan, T. (eds) Biometric Recognition. CCBR 2011. Lecture Notes in Computer Science, vol 7098. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-25449-9_18

Download citation

  • DOI: https://doi.org/10.1007/978-3-642-25449-9_18

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-25448-2

  • Online ISBN: 978-3-642-25449-9

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics

Search

Navigation