Fourier Spectral of PalmCode as Descriptor for Palmprint Recognition

Meiru Mu, Qiuqi Ruan, Luuk Spreeuwers, Raymond Veldhuis

Abstract

Study on automatic person recognition by palmprint is currently a hot topic. In this paper, we propose a novel palmprint recognition method by transforming the typical palmprint phase code feature into its Fourier frequency domain. The resulting real-valued Fourier spectral features are further processed by horizontal and vertical 2DPCA method, which proves highly efficient in terms of computational complexity, storage requirement and recognition accuracy. This paper also gives a contrast study on palm code and competitive code under the proposed feature extraction framework. Besides, experimental results on the Hongkong PolyU Palmprint database demonstrate that the proposed method outperforms many currently reported local Gabor pattern approaches for palmprint recognition.

References

  1. Kong, A. and Zhang, D. (Aug. 23-26, 2004). Competitive coding scheme for palmprint verification. In Proc. 17th Int. Conf. Pattern Recognition (ICPR'04), pages 520-523, Cambridge, UK.
  2. Kong, A. and Zhang, D. and Kamel, M. (2006). Palmprint identication using feature-level fusion,. Pattern Recognition, 39(3):478-487.
  3. Zhang, B. and Shan, S. and Chen, X. and Gao, W. (2007). Histogram of gabor phase patterns (hgpp): A novel object representation approach for face recognition. IEEE Trans. image process., 16:57-68.
  4. Han, D. and Guo, Z. and Zhang, D. (Oct.26-29, 2008). Multispectral palmprint recognition using wavelet-based image fusion. In Proc. Int. Conf. Signal Processing, pages 2074-2077, Beijing,China.
  5. Zhang, D. and Kong, A. and You, J. and Wong, M. (2003). Online palmprint identification. IEEE Trans. Pattern. Anal. Mach. Intell., 25(9):1041-1050.
  6. Zhang, D. and You, X. and Wang, P. and Yanushkevich, S. N. and Tang, Y. (2009). Facial biometrics using nontensor product wavelet and 2d discriminant techniques. Int. J. Patt. Recog. Art. Intel., 23(3):521-543.
  7. Daugman, J. (1993). High confidence visual recognition of persons by a test of statistical independence. IEEE Trans. Pattern Anal. Mach. Intell., 15(11):1148-1161.
  8. Yue, F. and Zuo, W. and et al.. (2011). Fast palmprint identification with multiple templates per subject. Pattern Recognition Letters, 32:1108-1118.
  9. Yue, F. and Zuo, W. and Zhang, D. and Wang, K. (2009). Orientation selection using modified fcm for competitive code-based palmprint recognition. Pattern Recognition, 42(11):2841-2849.
  10. Yue, F. and Zuo, W. and Wang, K. and Zhang, D. (Jun. 24-26, 2008). A performance evaluation of filter design and coding schemes for palmprint recognition. In Proc. 19th Int. Conf. Pattern Recognition (ICPR), pages 1-4.
  11. Beck, J. and Sutter, A. and Ivry, R. (1987). Spatial frequency channels and perceptual grouping in texture segmentation. Computer Vision, Graphics, Image Processing, 37(1987):299-325.
  12. Yang, J. and Liu, C. (2007). Horizontal and vertical 2dpcabased discriminant analysis for face verification on a large-scale database. IEEE Transactions on Information Forensics and Security, 2(4):781-792.
  13. Mu, M. and Ruan, Q. (2011). Mean and standard deviation as features for palmprint recognition based on gabor filters. Int. J. Patt. Recog. Art. Intel., 25(4):491-512.
  14. Chu, R. and Lei, Z. and Han, Y. and He, R. and Li, S. Z. (Nov.18-22, 2007). Learning gabor magnitude features for palmprint recognition. In Proc. 8th Asian Conf. Computer Vision (ACCV2007), pages 22-31, Tokyo, Japan.
  15. Rowe, R. K. and Uludag, U. and Demirkus, M. and Parthasaradhi, S. and Jain, A. K. (Sept.11-13, 2007). A multispectral whole-hand biometric authentication system. In Proc. Biometrics Symposium, pages 1-6, Baltimore, MD.
  16. Pankanti, S. and Bolle, R. M. and Jain, A. K. (2000). Biometrics: The future of identification. IEEE Computer, 33(2):46-49.
  17. Xie, S. and Shan, S. and Chen, X. and Chen, J. (2010). Fusing local patterns of gabor magnitude and phase for face recognition. IEEE Trans. Image Process., 19(5):1349-1361.
  18. Jia, W. and Huang, D. and Tao, D. and Zhang, D. (12-15 Oct. 2008). Palmprint identification based on directional representation. In Proc. IEEE Int. Conf. Systems, Man and Cybernetics (SMC2008), pages 1562- 1567, Singapore.
  19. Jia, W. and Huang, D. S. and Zhang, D. (2008). Palmprint verification based on robust line orientation code. Pattern Recognition, 41(5):1521-1530.
  20. Shu, W. and Zhang, D. (1998a). Automated personal identification by palmprint. Optical Engineering, 37(8):2659-2362.
  21. Shu, W. and Zhang, D. (Aug.16-20,1998b). Palmprint verification: An implementation of biometric technology. In Proc. 14th Int. Conf. Pattern Recogn., pages 219- 221, Brisbane,Australia.
  22. Zhang, W. and Shan, S. and Chen, X. and Gao, W. (2009). Are gabor phases really useless for face recognition? Pattern Analysis & Applications, 12(3):301-307.
  23. Zuo, W. and Lin, Z. and Guo, Z. and Zhang, D. (Jun.13- 18, 2010). The multiscale competitive code via sparse representation for palmprint verification. In Proc. 23rd IEEE Int. Conf. Computer Vision and Pattern Recognition (CVPR), pages 2265-2272, San Francisco, CA, USA.
  24. Zhang, W. C. and Shan, S. G. and Gao, W. and Zhang, H. M. (Oct.17-21, 2005). Local gabor binary pattern histogram sequence (lgbphs): A novel non-statistical model for face representation and recognition. In Proc. 10th Int. Conf. Computer Vision, volume 1, pages 786-791, Beijing, China.
  25. Kong, W. K. and Zhang, D. and Li, W. (2003). Palmprint feature extraction using 2-d gabor filters. Pattern Recognition, 36(10):2339-2347.
  26. Pan, X. and Ruan, Q. (2008). Palmprint recognition using gabor feature-based (2d)2pca. Neurocomputing Letters, 71(13-15):3032-3036.
  27. Pan, X. and Ruan, Q. (2009). Palmprint recognition using gabor-based local ivariant features. Neurocomputing Letters, 72(7-9):2040-2045.
  28. Wu, X. Q. and Wang, K. Q. and Zhang, D. (2005). Palmprint authentication based on orientation code matching. in: AVBPA 2005, Lecture Notes in Computer Science, 3546:555-562.
  29. Wu, X. Q. and Wang, K. Q. and Zhang, D. (Nov.3-6, 2006). Palmprint texture analysis using derivative of gaussian filters. In in: Proc. IEEE Int. Conf. Computational Intelligence and Security, pages 751-754, Guangzhou, China.
  30. Hao, Y. and Sun, Z. and Tan, T. (Nov.18-22, 2007). Comparative studies on multispectral palm image fusion for biometrics. In Proc. 8th Asian Conference on Computer Vision (ACCV), pages 12-21, Tokyo, Japan.
  31. Guo, Z. and Zhang, L. and Zhang, D. (Aug. 23-26, 2010). Feature band selection for multispectral palmprint recognition. In Proc. 20th Int. Conf. Pattern Recognition (ICPR), pages 1136-1139.
  32. Guo, Z. and Zhang, D. and Zhang, L. and Zuo, W. (2009). Palmprint verification using binary orientation co-occurrence vector. Pattern Recognition Letters, 30:1219-1227.
  33. Guo, Z. H. and Lu, G. M. (July 11-14, 2010). Palmprint recognition using gabor magnitude code. In Proc. IEEE Int. Conf. Machine Learning and Cybernetics (ICMLC), volume 2, pages 796-801, Qingdao, China.
  34. Zhang, D. (2004). Palmprint Authentication. Kluwer Academic Publication, Dordrecht.
  35. Sun, Z. N. and Tan, T. N. and Wang, Y. H. and Li, S. Z. (Jun.25, 2005). Ordinal palmprint representation for personal identification. In Proc. IEEE Int. Conf. Computer Vision and Pattern Recognition, San Diego, CA, USA.
Download


Paper Citation


in Harvard Style

Mu M., Ruan Q., Spreeuwers L. and Veldhuis R. (2013). Fourier Spectral of PalmCode as Descriptor for Palmprint Recognition . In Proceedings of the 2nd International Conference on Pattern Recognition Applications and Methods - Volume 1: ICPRAM, ISBN 978-989-8565-41-9, pages 22-32. DOI: 10.5220/0004228000220032


in Bibtex Style

@conference{icpram13,
author={Meiru Mu and Qiuqi Ruan and Luuk Spreeuwers and Raymond Veldhuis},
title={Fourier Spectral of PalmCode as Descriptor for Palmprint Recognition},
booktitle={Proceedings of the 2nd International Conference on Pattern Recognition Applications and Methods - Volume 1: ICPRAM,},
year={2013},
pages={22-32},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004228000220032},
isbn={978-989-8565-41-9},
}


in EndNote Style

TY - CONF
JO - Proceedings of the 2nd International Conference on Pattern Recognition Applications and Methods - Volume 1: ICPRAM,
TI - Fourier Spectral of PalmCode as Descriptor for Palmprint Recognition
SN - 978-989-8565-41-9
AU - Mu M.
AU - Ruan Q.
AU - Spreeuwers L.
AU - Veldhuis R.
PY - 2013
SP - 22
EP - 32
DO - 10.5220/0004228000220032