Palmprint recognition by applying wavelet-based kernel PCA

Journal of Computer Science and Technology

Volumn 23, Issue 5, 2008, Pages 851-861

  Ekinci, Murat ^a   Aykut, Murat ^a  

^a KARADENIZ TECHNICAL UNIVERSITY   (Turkey)

Author keywords

Biometrics; Kernel PCA; Palmprint recognition; Pattern recognition; Wavelet transform

Indexed keywords

COMPETITIVE PERFORMANCES; DAUBECHIES WAVELETS; EUCLIDEAN; INTENSITY VALUES; KERNEL PCA; KERNEL PRINCIPAL COMPONENT ANALYSES; LINEAR FEATURES; NEAREST NEIGHBORS; NONLINEAR DIMENSION REDUCTIONS; PALM PRINTS; PALMPRINT IMAGES; PALMPRINT RECOGNITION; PALMPRINT RECOGNITIONS; POLYU PALMPRINT DATABASES; SIMILARITY MEASUREMENTS; SPATIAL STRUCTURES; STANDARD DEVIATIONS; SUBBAND COEFFICIENTS; WAVELET DOMAINS;

BIOMETRICS; DATA REDUCTION; FEATURE EXTRACTION; IMAGE ENHANCEMENT; OPTICAL FILTERS; PATTERN RECOGNITION; PRINCIPAL COMPONENT ANALYSIS; WAVELET TRANSFORMS;

ANTHROPOMETRY;

EID: 55549097455     PISSN: 10009000     EISSN: None     Source Type: Journal    
DOI: 10.1007/s11390-008-9173-4     Document Type: Article

References (31)

1. Zhang D, Jing X, Yang J. Biometric Image Discrimination Technologies. Idea Group Publishing, 2006, pp.80-95.
2. A K Jain A Ross S Prabhakar 2004 An introduction to biometric recognition IEEE Transactions on Circuits and Systems for Video Technology 14 1 4 20
3. D Zhang W Shu 1999 Two novel characteristics in palmprint verification: Datum point invariance and line feature matching Pattern Recognition 32 4 691 702
4. N Duta A K Jain K V Mardia 2002 Matching of palmprint Pattern Recognition Letters 23 4 477 485
5. J You W Li D Zhang 2002 Hierarchical palmprint identification via multiple feature extraction Pattern Recognition 35 4 847 859
6. D Zhang W K Kong J You M Wong 2004 Online palmprint identification IEEE Trans. Pattern Analysis and Machine Intelligence 25 9 1041 1049
7. Kong W K, Zhang D. Palmprint texture analysis based on low-resolution images for personal identification. In Proc. IEEE 16th International Conference on Pattern Recognition, Quebec City, QC, Canada, August 11-15, 2002, pp.807-810.
8. G Lu D Zhang K Wang 2003 Palmprint recognition using eigenpalms features Pattern Recognition Letters 24 9/10 1463 1467
9. X Wu WangK Zhang D 2003 Fisherpalms based palmprint recognition Pattern Recognition Letters 24 15 2829 2838
10. Jiang W, Tao J, Wang L. A novel palmprint recognition algorithm based on PCA and FLD. In Proc. IEEE International Conference on Digital Telecommunications, Cap Esterel, Cote dAzur, France, August 29-31, 2006, pp.28-31.
11. Wang Y, Ruan Q. Kernel fisher discriminant analysis for palmprint recognition. In Proc. IEEE 18th International Conference on Pattern Recognition, Hong Kong, August 20-24, 2006, Vol.4, pp.457-460.
12. G Feng D Hu D Zhang Z Zhou 2006 An alternative formulation of kernel LPP with application to image Recognition Neurocomputing 69 13-15 1733 1738
13. Cheung K H, Kong D, Zhang D, Kamel M, You J. Does eigenpalm work? A system and evaluation perspective. In Proc. International Conference on Pattern Recognition, Hon Kong, August 20-24, 2006, Vol.4, pp.445-448.
14. B Zhang H Zhang S Sam 2004 Face recognition by applying wavelet subband representation and kernel associative memory IEEE Transactions on Neural Networks 5 1 166 177
15. L Zhang D Zhang 2004 Characterization of palmprints by wavelet signatures via directional context modeling IEEE Transactions on Systems, Man, and Cybernetics-Part B: Cybernetics 34 3 1335 1347
16. Zhang Lei, Guo Z, Wang Z, Zhang D. Palmprint verification using complex wavelet transform. In Proc. IEEE Conference on Image Processing, San Antonio, Texas, USA, September 16-19, 2007, Vol.II, pp.417-420.
17. X Zhou Y Peng M Yang 2006 Palmprint recognition using wavelet and support vector machines Lecture Notes in Artificial Intelligence 4099 385 393
18. M Ekinci M Aykut 2007 Palmprint recognition by applying wavelet subband representation and kernel PCA Lecture Notes in Artificial Intelligence 4571 628 642
19. M Ekinci M Aykut 2007 Gabor-based kernel PCA for palmprint recognition IET Electronics Letters 43 20 1077 1079
20. T Chang C J Kuo 1993 Texture analysis and classification with tree-structured wavelet transform IEEE Transactions on Image Processing 2 4 429 441
21. A Averbuch D Lazar M Israeli 1996 Image compression using wavelet transform and multiresolution decomposition IEEE Transactions on Image Processing 5 1 4 15
22. J Chien C Wu 2002 Discriminant waveletfaces and nearest feature classifier for face recognition IEEE Transactions on Pattern Analysis and Machine Intelligence 24 12 1644 1649
23. Daubechies I. Ten Lectures on Wavelets. Philadelphia, PA: SIAM, 1992.
24. Scholkopf B, Somala A. Learning with Kernel: Support Vector Machine, Regularization, Optimization and Beyond. Cambridge: MIT Press, Massachusetts, 2002.
25. Zhang D. PolyU Palmprint Database, 2004, http://www.comp. polyu.edu.hk/~biometrics/.
26. Zhu Y, Tan T, Wang Y. Biometric personal identification based on handwriting. In Proc. IEEE International Conference on Pattern Recognition, Barcelona, Spain, September 3-7, 2000, Vol.2, pp.797-800.
27. Shigeo Abe. Support Vector Machines for Pattern Classification. Springer-Verlag London Limited, 2005.
28. Lu G, Wang K, Zhang D. Wavelet based independent component analysis for palmprint identification. In Proc. IEEE International Conference on Machine Learning and Cybernetics, Hong Kong, August 26-29, 2004, Vol.6, pp.3547-3550.
29. Tao J, Jiang W, Gao Z, Chen S, Wang C. Palmprint recognition based on 2-dimensional PCA. In Proc. IEEE First International Conference on Innovative Computing, Information and Control, Beijing, China, August 30-September 1, 2006, Vol.1, pp.326-330.
30. A Kumar D Zhang 2006 Personal recognition using hand shape and texture IEEE Transactions on Image Processing 15 8 2454 2460
31. X Y Jing D Zhang 2004 A face and palmprint recognition approach based on discriminant DCT feature extraction IEEE Transactions on Systems, Man, and Cybernetics - Part B: Cybernetics 34 6 2405 2415