Abstract
A 2D-based palmprint authentication system is easily fooled by spoof attacks, such as a fake palmprint. To solve that problem, we present a multifeature palmprint authentication system using both 2D and 3D palmprint features in this chapter. This chapter is organized as follows: Sect. 6.1 briefly introduces the background of 2D- and 3D-based palmprint authentication systems. Section 6.2 presents a multifeature palmprint authentication system and the 2D and 3D palmprint image acquisition device. In Sect. 6.3, 2D and 3D feature extraction algorithms are presented. In Sect. 6.4, we present a 2D features matching algorithm for 2D palmprint verification, and then present a 3D features matching algorithm for 3D palmprint authentication. Some experiments are reported to illustrate the robustness of the presented algorithm in Sect. 6.5. The chapter is concluded in Sect. 6.6.
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References
P.J. Besl, R.C. Jain, Segmentation through variable-order surface fitting. IEEE Trans. Pattern Anal. Mach. Intell. 10(2), 167–192 (1988)
H. Cantzler, R.B. Fisher, in Comparison of HK and SC curvature description methods, Proceedings of International Conference on 3D Digital Imaging and Modeling (IEEE, 2001), 285–291
K.I. Chang, K.W. Bowyer, P.J. Flynn, An evaluation of multimodal 2D+3D face biometrics. IEEE Trans. Pattern Anal. Mach. Intell. 27(4), 619–624 (2005)
F. Chen, 3D fingerprint and palm print data model and capture devices using multi structured lights and cameras. Google Patents, 2009
T. Connie, A.T.B. Jin, M.G.K. Ong, D.N.C. Ling, An automated palmprint recognition system. Image Vis. Comput. 23(5), 501–515 (2005)
P.J. Flynn, A.K. Jain, in On reliable curvature estimation, Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (1989), pp. 110–116
P.H. Hennings-Yeomans, B. Kumar, M. Savvides, Palmprint classification using multiple advanced correlation filters and palm-specific segmentation. IEEE Trans. Inf. Forensics Secur. 2(3), 613–622 (2007)
J.J. Koenderink, A.J. van Doorn, Surface shape and curvature scales. Image Vis. Comput. 10(8), 557–564 (1992)
A.W.-K. Kong, D. Zhang, in Competitive coding scheme for palmprint verification, Proceedings of International Conference on Pattern Recognition (IEEE, 2004), pp. 520–523
A. Kumar, D. Zhang, Personal authentication using multiple palmprint representation. Pattern Recogn. 38(10), 1695–1704 (2005)
A. Kumar, D. Zhang, Hand-geometry recognition using entropy-based discretization. IEEE Trans. Inf. Forensics Secur. 2(2), 181–187 (2007)
A. Kumar, D.C. Wong, H.C. Shen, A.K. Jain, in Personal verification using palmprint and hand geometry biometric, Proceedings of Audio-and Video-Based Biometric Person Authentication (Springer, 2003), pp. 668–678
W. Li, D. Zhang, Z. Xu, Palmprint identification by Fourier transform. Int. J. Pattern Recognit Artif Intell. 16(04), 417–432 (2002)
X. Lu, A.K. Jain, D. Colbry, Matching 2.5 D face scans to 3D models. IEEE Trans. Pattern Anal. Mach. Intell. 28(1), 31–43 (2006)
S. Malassiotis, N. Aifanti, M.G. Strintzis, Personal authentication using 3D finger geometry. IEEE Trans. Inf. Forensics Secur. 1(1), 12–21 (2006)
B. O’neill, Elementary differential geometry (Academic Press, 2006)
A. Ross, A. Jain, in A prototype hand geometry-based verification system, Proceedings of 2nd Conference on Audio and Video Based Biometric Person Authentication (1999), pp. 166–171
R. Sanchez-Reillo, C. Sanchez-Avila, A. Gonzalez-Marcos, Biometric identification through hand geometry measurements. IEEE Trans. Pattern Anal. Mach. Intell. 22(10), 1168–1171 (2000)
S. Singh, A. Gyaourova, G. Bebis, I. Pavlidis, in Infrared and visible image fusion for face recognition, Proceedings of Defense and Security. International Society for Optics and Photonics (2004), pp. 585–596
D.L. Woodard, P.J. Flynn, Finger surface as a biometric identifier. Comput. Vis. Image Underst. 100(3), 357–384 (2005)
P. Yan, K.W. Bowyer, in Multi-biometrics 2D and 3D ear recognition, Proceedings of Audio-and Video-based Biometric Person Authentication. Springer (2005), pp. 503–512
N. Yokoda, M. Levine, Range image segmentation based on differential geometry. IEEE Trans. Pattern Anal. Mach. Intell. 11(6), 643–649 (1989)
D. Zhang, W.-K. Kong, J. You, M. Wong, Online palmprint identification. IEEE Trans. Pattern Anal. Mach. Intell. 25(9), 1041–1050 (2003)
D. Zhang, V. Kanhangad, N. Luo, A. Kumar, Robust palmprint verification using 2D and 3D features. Pattern Recogn. 43(1), 358–368 (2010)
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Zhang, D., Xu, Y., Zuo, W. (2016). Multifeature Palmprint Authentication. In: Discriminative Learning in Biometrics. Springer, Singapore. https://doi.org/10.1007/978-981-10-2056-8_6
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DOI: https://doi.org/10.1007/978-981-10-2056-8_6
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