×

Palmprint verification based on robust line orientation code. (English) Zbl 1140.68465

Summary: We propose a novel robust line orientation code for palmprint verification, whose performance is improved by using three strategies. Firstly, a modified finite Radon transform is proposed, which can extract the orientation feature of palmprint more accurately and solve the problem of sub-sampling better. Secondly, we construct an enlarged training set to solve the problem of large rotations caused by imperfect preprocessing. Finally, a matching algorithm based on pixel-to-area comparison has been designed, which has better fault tolerant ability. The experimental results of verification on Hong Kong Polytechnic University Palmprint Database show that the proposed approach has higher recognition rate and faster processing speed.

MSC:

68T10 Pattern recognition, speech recognition

Software:

PolyU palmprint
Full Text: DOI

References:

[1] Zhang, D.; Kong, A.; You, J.; Wong, M., Online palmprint identification, IEEE Trans. Pattern Anal. Mach. Intell., 25, 9, 1041-1050 (2003)
[2] Kong, A.; Zhang, D.; Kamel, M., Palmprint identification using feature-level fusion, Pattern Recognition, 39, 478-487 (2006) · Zbl 1158.68473
[3] Wu, X. Q.; Zhang, D.; Wang, K. Q., Palm line extraction and matching for personal authentication, IEEE Trans. Syst. Man Cybern. A, 36, 5, 978-987 (2006)
[4] Zhang, L.; Zhang, D., Characterization of palmprints by wavelet signatures via directional context modeling, IEEE Trans. Syst. Man Cybern. B, 34, 3, 1335-1347 (2004)
[5] Han, C. C.; Cheng, H. L.; Lin, C. L.; Fan, K. C., Personal authentication using palmprint features, Pattern Recognition, 36, 2, 371-381 (2003)
[6] Lin, C. L.; Chuang, T. C.; Fan, K. C., Palmprint verification using hierarchical decomposition, Pattern Recognition, 38, 12, 2639-2652 (2005)
[7] Connie, T.; Jin, A. T.B.; On, M. G.K.; Ling, D. N.C., An automated palmprint recognition system, Image Vision Comput., 23, 5, 501-515 (2005)
[8] Jing, X. Y.; Zhang, D., A face and palmprint recognition approach based on discriminant DCT feature extraction, IEEE Trans. Syst. Man Cybern. B, 34, 6, 2405-2415 (2004)
[9] Lu, G. M.; Zhang, D.; Wang, K. Q., Palmprint recognition using eigenpalms features, Pattern Recognition Lett., 24, 9-10, 1463-1467 (2003) · Zbl 1048.68088
[10] Wu, X. Q.; Zhang, D.; Wang, K. Q., Fisherpalms based palmprint recognition, Pattern Recognition Lett., 24, 15, 2829-2838 (2003)
[11] Ribaric, S.; Fratric, I., A Biometric identification system based on eigenpalm and eigenfinger features, IEEE Trans. Pattern. Anal. Mach. Intell., 27, 11, 1698-1709 (2005)
[12] Hu, D. W.; Feng, G. Y.; Zhou, Z. T., Two-dimensional locality preserving projections (2DLPP) with its application to palmprint recognition, Pattern Recognition, 40, 1, 339-342 (2007) · Zbl 1103.68758
[13] Kumar, A.; Zhang, D., Personal authentication using multiple palmprint representation, Pattern Recognition, 38, 10, 1695-1704 (2005)
[14] A. Kong, D. Zhang, Competitive coding scheme for palmprint verification, in: Proceedings of the 17th ICPR, vol. 1, 2004, pp. 520-523.; A. Kong, D. Zhang, Competitive coding scheme for palmprint verification, in: Proceedings of the 17th ICPR, vol. 1, 2004, pp. 520-523.
[15] Kong, A.; Zhang, D.; M Lu, G., A study of identical twins’ palmprints for personal verification, Pattern Recognition, 39, 11, 2149-2156 (2006) · Zbl 1102.68627
[16] X.Q. Wu, K.Q. Wang, D. Zhang, Palmprint authentication based on orientation code matching, in: AVBPA 2005, Lecture Notes in Computer Science, vol. 3546, pp. 555-562.; X.Q. Wu, K.Q. Wang, D. Zhang, Palmprint authentication based on orientation code matching, in: AVBPA 2005, Lecture Notes in Computer Science, vol. 3546, pp. 555-562.
[17] J. Radon, Über die bestimmung von funktionen durch ihre integralwerte längs gewisser mannigfaltigkeiten, Berichte Sächsische Akademie der Wissenschafter, Leipzig, Math.-Phys. Kl 69 (1917) 262-267.; J. Radon, Über die bestimmung von funktionen durch ihre integralwerte längs gewisser mannigfaltigkeiten, Berichte Sächsische Akademie der Wissenschafter, Leipzig, Math.-Phys. Kl 69 (1917) 262-267. · JFM 46.0436.02
[18] Matus, F.; Flusser, J., Image representations via a finite Radon transform, IEEE Trans. Pattern Anal. Mach. Intell., 15, 10, 996-1006 (1993)
[19] Do, M. N.; Vetterli, M., The finite ridgelet transform for image representation, IEEE Trans. Image Process., 12, 1, 16-28 (2003) · Zbl 1283.94011
[20] PolyU Palmprint Database, \( \langle;\) http://www4.comp.polyu.edu.hk/ biometrics/\( \rangle;\); PolyU Palmprint Database, \( \langle;\) http://www4.comp.polyu.edu.hk/ biometrics/\( \rangle;\)
[21] Shi, X.; Castro, A.; Manduchi, R.; Montgomery, R., Rotational invariant operators based on steerable filter banks, IEEE Signal Process. Lett., 13, 11, 684-687 (2006)
[22] Martinez, A. M., Recognizing imprecisely localized, and expression variant faces from a single sample per class, IEEE Trans. Pattern Anal. Mach. Intell., 24, 6, 748-763 (2002)
This reference list is based on information provided by the publisher or from digital mathematics libraries. Its items are heuristically matched to zbMATH identifiers and may contain data conversion errors. In some cases that data have been complemented/enhanced by data from zbMATH Open. This attempts to reflect the references listed in the original paper as accurately as possible without claiming completeness or a perfect matching.