Abstract
This paper presents a fast algorithm for extracting features using the Simplified Gabor (SG) for Competitive Coding-based palmprint recognition. The competitive code convolves the palmprint image with a bank of Gabor filters with different orientations. We use a simplified version of Gabor filters and an efficient algorithm for extracting features to modify the competitive code. Experimental results indicate that, using SG can achieve the verification accuracy similar to using common Gabor filters, while the runtime for feature extraction using SG is very fast compare to the original algorithm.
This is a preview of subscription content, log in via an institution.
Buying options
Tax calculation will be finalised at checkout
Purchases are for personal use only
Learn about institutional subscriptionsPreview
Unable to display preview. Download preview PDF.
References
Jain, A., Bolle, R., Pankanti, S.: Personal Identification in Networked Society, Boston, Mass. Kluwer Academic Publishers, Dordrecht (1999)
Huang, D., Jia, W., Zhang, D.: Palmprint Verification Based on Principal Lines. Pattern Recognition 41(4), 1316–1328 (2008)
Jia, W., Huang, D., Zhang, D.: Palmprint Verification Based on Robust Line Orientation Code. Pattern Recognition 41(5), 1504–1513 (2008)
Jia, W., Huang, D., et al.: Palmprint Identification Based on Directional Representation. In: 2008 IEEE International Conference on SMC, Singapore, pp. 1562–1567 (2008)
Kong, A.W.K., Zhang, D.: Competitive Coding Scheme for Palmprint Verification. J. Proc. ICPR (2004)
Sun, Z.N., Tan, T.N., Wang, Y.H., Li, S.Z.: Ordinal Palmprint Represention for Personal Identification. In: Proc. of IEEE Computer Sodety Conference on Computer Vision and Pattern Recognition, vol. 1, pp. 279–284 (2005)
Zhang, D., Kong, W.K., You, J., Wong, M.: On-line palmprint identification. IEEE Trans. on PAMI 25(9), 1041–1050 (2003)
Lee, T.S.: Image Representation Using 2D Gabor Wavelets. IEEE Trans. Pattern Anal. Mach. Intell. 18(10), 959–971 (1996)
Liu, D., Lam, K.M., Shen, L.S.: Optimal sampling of Gabor features for face recognition. J. Pattern Recognition Lett. 25(2), 267–276 (2004)
Choi, W.P., Tse, S.H., Wong, K.W., Lam, K.M.: Simplified Gabor wavelets for human face recognition. J. Pattern Recognition 41, 1186–1199 (2008)
PolyU Palmprint Database, http://www.comp.polyu.edu.hk/~biometrics/
Kong, W.K., Zhang, D.: Feature-level fusion for effective palmprint authentication. In: Zhang, D., Jain, A.K. (eds.) ICBA 2004. LNCS, vol. 3072, pp. 761–767. Springer, Heidelberg (2004)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2009 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Wei, J., Jia, W., Wang, H., Zhu, DF. (2009). Improved Competitive Code for Palmprint Recognition Using Simplified Gabor Filter. In: Huang, DS., Jo, KH., Lee, HH., Kang, HJ., Bevilacqua, V. (eds) Emerging Intelligent Computing Technology and Applications. ICIC 2009. Lecture Notes in Computer Science, vol 5754. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-04070-2_42
Download citation
DOI: https://doi.org/10.1007/978-3-642-04070-2_42
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-04069-6
Online ISBN: 978-3-642-04070-2
eBook Packages: Computer ScienceComputer Science (R0)