Abstract
This paper proposes a novel off-line signature verification method based on adaptive multi-resolution wavelet zero-crossing and one-class-one-network classification. First, the horizontal, vertical, 45 degree direction and the 135 degree direction projections of the binarizated signature images are calculated, respectively. The curvature data of the projections are decomposed into multi-resolution signals using wavelet transforms. Then the zero-crossings corresponding to the curvature data are extracted as features for verification. At last, one-class-one-network classifier is used to verify the signatures. The signature verification system was experimented on real data sets and the results show the system is very effective.
This is a preview of subscription content, log in via an institution to check access.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
Similar content being viewed by others
References
Ammar, M., Yoshida, Y., Fukumura, T.: Structural Ddescription and Classification of Signature Images. Pattern Recognition 23(7), 697–710 (1990)
Qi, Y., Hunt, B.R.: A Multiresolution Approach to Computer Verification of Handwritten Signature. IEEE Trans. Image Process. 4, 870–874 (1995)
Mallat, S.G.: A Theory for Multiresolution Signal Decomposition: The Wavelet Representation. IEEE Trans. Pattern Anal. Mach. Intell. 11(7), 674–693 (1989)
Mallat, S.G.: Zero-crossings of a Wavelet Transform. IEEE Trans. Inform. Theory 37(4), 1019–1033 (1991)
Hsieh, J.W., Liao, H.Y.M., Ko, M.T., Fan, K.C.: Wavelet-based Shape from Shading. Graph. Models Image Process. 57, 343–362 (1995)
Hsieh, J.W., Liao, H.Y.M., Fan, K.C., Ko, M.T., Huang, Y.P.: A New Edge-based Technique for Image Registration. Comput. Vision Image Understand. 67, 112–130 (1997)
Gonzalez, C., Wintz, P.: Digital Image Processing, 2nd edn. Addison-Wesley, Reading (1987)
Logan, B.: Information in the Zero-crossings of Bandpass Signals. Bell System Tech. J. 56, 510 (1977)
Burr, D.J.: Experiments on Neural Net Recognition of Spoken and Written Text. IEEE Trans. Acoust. Speech Sig. Process. 36, 1162–1168 (1988)
Wasserman, P.D.: Neural Computing: Theory and Practice. Van Nostrand Reinhold, New York (1989)
Hecht-Nielsen, R.: Neurocomputing. Addison-Wesley, New York (1990)
Author information
Authors and Affiliations
Editor information
Rights and permissions
Copyright information
© 2007 Springer Berlin Heidelberg
About this paper
Cite this paper
Ma, Z., Zeng, X., Zhang, L., Li, M., Zhou, C. (2007). A Novel Off-Line Signature Verification Based on Adaptive Multi-resolution Wavelet Zero-Crossing and One-Class-One-Network. In: Liu, D., Fei, S., Hou, Z., Zhang, H., Sun, C. (eds) Advances in Neural Networks – ISNN 2007. ISNN 2007. Lecture Notes in Computer Science, vol 4493. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-72395-0_131
Download citation
DOI: https://doi.org/10.1007/978-3-540-72395-0_131
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-72394-3
Online ISBN: 978-3-540-72395-0
eBook Packages: Computer ScienceComputer Science (R0)