Abstract
In this paper, we propose a robust palmprint recognition approach. Firstly, a salient-point based method is applied to segment as well as align the region of interest (ROI) from the palmprint image. Then, a subspace projection technique, namely, independent component analysis (ICA) is performed on the ROI to extract features. Finally, a polynomial neural network (PNN) is used to make classification on reduced feature subspace. The effectiveness of the proposed method has been demonstrated in experiments.
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
Zhang, D., Kong, W.-K., Jane, Y.: Online Palmprint Identification. IEEE Trans. on Pattern Analysis and Machine Intelligence 25, 1041–1050 (1995)
Duda, N., Jain, A.K., Mardia, K.V.: Matching of Palmprint. Pattern Recognition Letters 23, 477–485 (2002)
Shu, W., Zhang, D.: Automated Personal Identification by Palmprint. Optical Engineering 37, 2659–2362 (1998)
Zhang, D., Shu, W.: Two Novel Characteristics in Palmprint verification: datum point invariance and line feature matching. Pattern Recognition Letters 32, 691–702 (1999)
Wu, X., Wang, K., Zhang, D.: Fuzzy directional element energy feature based palmprint identification. In: Proc. of International Conference on Pattern Recognition, vol. 1, pp. 95–98 (2002)
Han, C.C., Cheng, H.L., Lin, C.L., Fan, K.C.: Personal Authentication Using Palmprint. Pattern Recognition 36, 281–371 (2003)
Connie, T., Jin, A.T.B., Ong, M.G.K., Ling, A.N.: An automated Palmprint Recognition System. Image Vision Computing 23, 501–515 (2005)
Li, W., Zhang, D., Xu, Z.: Palmprint Identification by Fourier Transform. International Journal of Pattern Recognition and Artificial Intelligence 16, 417–432 (2003)
Kong, W.K., Zhang, D., Li, W.: Palmprint Feature Extraction using 2-D Gabor Filters. Pattern Recognition 36, 2339–2347 (2003)
Lu, G., Zhang, D., Wang, K.: Palmprint Recognition using Eigenpalms Features. Pattern Recognition Letters 24, 1473–1477 (2003)
Wu, X., Zhang, D., Wang, K.: Fisherpalm Based Palmprint Recognition. Pattern Recognition Letters 24, 2829–2838 (2003)
Shang, L., Zhang, D., Du, J., Zheng, C.: Palmprint Recognition Using FastICA algorithm and Radial Basis Probabilistic Neural Network. Pattern Recognition Letters 69, 1782–1786 (2006)
Hyvarinen, A., Oja, E.: Independent Component Analysis: Algorithms and Applications. Neural Networks 13, 411–432 (2002)
Bartlett, M.S., Movellan, J.R., Sejnowski, T.J.: Face Recognition By Independent Component Analysis. IEEE Trans. Neural Network 13, 1450–1464 (2002)
Schneiderman, H., Kanade, T.: Probabilistic modeling of local appearance and spatial relationships for object recognition. In: Proc. IEEE International Conf. on Computer Vision and Pattern Recognition, pp. 45–51. IEEE Press, New York (1998)
Yau, H.-C., Tanry, T.: Iterative improvement of a Gaussian classifier. Neural Networks 3, 437–443 (1990)
Huang, L., Shimizu, A., Kobatake, H.: A Multi-expert Approach for Robust Face Detection. Pattern Recognition 39, 1695–1703 (2006)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2010 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Huang, L., Li, N. (2010). Palmprint Recognition Using Polynomial Neural Network. In: Zhang, L., Lu, BL., Kwok, J. (eds) Advances in Neural Networks - ISNN 2010. ISNN 2010. Lecture Notes in Computer Science, vol 6064. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-13318-3_27
Download citation
DOI: https://doi.org/10.1007/978-3-642-13318-3_27
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-13317-6
Online ISBN: 978-3-642-13318-3
eBook Packages: Computer ScienceComputer Science (R0)