Face recognition using difference vector plus KPCA

Digital Signal Processing: A Review Journal

Volumn 22, Issue 1, 2012, Pages 140-146

  Wen, Ying ^a,b   He, Lianghua ^b,c   Shi, Pengfei ^d  

^a EAST CHINA NORMAL UNIVERSITY   (China)

^b Columbia University ^*  (United States)

^c Ministry of Education   (China)

^d SHANGHAI JIAO TONG UNIVERSITY   (China)

Author keywords

Common vector; Face recognition; Kernel PCA

Indexed keywords

VECTORS;

COMMON VECTORS; DIFFERENCE VECTORS; FEATURE VECTORS; GRAM-SCHMIDT ORTHOGONALIZATIONS; INVARIANT PROPERTIES; KERNEL PCA; MINIMUM DISTANCE; ORIGINAL IMAGES;

FACE RECOGNITION;

EID: 81555213150     PISSN: 10512004     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.dsp.2011.08.004     Document Type: Article

References (27)

1. S.W. Lee, P.S.P. Wang, S.N. Yanushkevich, and S.W. Lee Noniterative 3D face reconstruction based on photometric stereo International Journal of Pattern Recognition and Artificial Intelligence Biometrics 22 3 2008 389 410 (Pubitemid 351730126)
2. F.Y. Shih, S. Cheng, C.F. Chuang, and P.S.P. Wang Extracting faces and facial features from color images International Journal of Pattern Recognition and Artificial Intelligence Biometrics 22 3 2008 445 459
3. Y. Wen, and L.H. He An improved locally linear embedding for sparse data sets International Journal of Pattern Recognition and Artificial Intelligence 25 5 2011 763 775
4. Y. Wen, Y. Lu, and P.F. Shi Handwritten Bangla numeral recognition system and its application to postal automation Pattern Recognition 40 2007 99 107 (Pubitemid 44486303)
5. X.G. You, D. Zhang, et al., Face representation by using non-tensor product wavelets, in: Proc. ICPR2006, 2006, pp. 503-506. (Pubitemid 46531951)
6. Z. He, X. You, Y.Y. Tang, P.S. Wang, Y. Xue, Texture image retrieval using novel non-separable filter banks based on centrally symmetric matrices, in: Proc. ICPR2006, 2006, pp. 161-164.
7. C. Chatterjee, Z. Kang, and V.P. Roychowdhury Algorithms for accelerated convergence of adaptive PCA IEEE Transactions on Neural Networks 11 2 2000 338 355
8. B.A. Draper, K. Baek, M.S. Bartlett, and J.R. Beveridgea Recognizing faces with PCA and ICA Computer Vision and Image Understanding 91 2003 115 137
9. Y. Wen, P.F. Shi, Image PCA: A new approach for face recognition, in: IEEE International Conference on Acoustics, Speech, and Signal Processing, 2007, pp. 1241-1244.
10. O.Y. Shan, and B. Zheng Robust recursive least squares learning algorithm for principal component analysis IEEE Transactions on Neural Networks 11 1 2000 215 221
11. Y. Wen, P.F. Shi, A novel classifier for handwritten numeral recognition, in: IEEE International Conference on Acoustics, Speech, and Signal Processing, 2008, pp. 1321-1324.
12. J. Karhunen, and J. Joutsensalo Generalizations of principal component analysis, optimization problems, and neural networks Neural Networks 8 4 1995 549 562
13. B. Scholkopf, A. Smola, and K.R. Muller Nonlinear component analysis as a kernel eigenvalue problem Neural Computer 1998 1299 1319 (Pubitemid 128463674)
14. Y. Wen, and Y. Lu An algorithm for license plate recognition applied to intelligent transportation system IEEE Transactions on Intelligent Transportation Systems 12 3 2011 830 845
15. Z. Liang, and P.F. Shi Kernel direct discriminant analysis and its theoretical foundation Pattern Recognition 38 2005 445 447
16. Y. Wen, P.F. Shi, An approach to numeral recognition based on improved LDA and Bhattacharyya distance, in: The Third International Symposium on Communications, Control and Signal Processing, 2008, pp. 309-311.
17. M.B. Gulmezoglu, V. Dzhafarov, M. Keskin, and A. Barkana A novel approach to isolated word recognition IEEE Transactions on Speech and Audio Processing 7 6 1999 620 628
18. M.B. Gulmezoglu, V. Dzhafarov, and A. Barkana The common vector approach and its relation to principal component analysis IEEE Transactions on Speech and Audio Processing 9 6 2001 655 662 (Pubitemid 32945712)
19. H. Cevikalp, M. Wilkes, and A. Barkana Discriminative common vectors for face recognition IEEE Transactions on Pattern Analysis and Machine Intelligence 27 1 2005 4 13 (Pubitemid 40195893)
20. Y. He, L. Zhao, C. Zou, Kernel discriminative common vectors for face recognition, in: Proceedings of Fourth International Conference on Machine Learning and Cybernetics, 2005, pp. 18-21.
21. Y. He, L. Zhao, and C. Zou Face recognition using common faces method Pattern Recognition 39 2006 2218 2222 (Pubitemid 44175446)
22. L.J. Cao, K.S. Chua, and W.K. Chong A comparison of PCA, KPCA, and ICA for dimensionality reduction in support vector machine Neurocomputing 55 2003 321 336 (Pubitemid 37336682)
23. R. Debnath, and H. Takahashi Kernel selection for the support vector machine IEICE Transactions on Information and System 87 12 2004 2903 2904 (Pubitemid 40021366)
24. J.S. Taylor, and N. Cristianini Kernel Methods for Pattern Analysis 2004 Cambridge University Press
25. K. Hoffman, and R. Kunze Linear Algebra 1961 Prentice Hall Englewood Cliffs, New Jersey
26. C.H. Edwards, and D.E. Penney Elementary Linear Algebra 1988 Prentice Hall Englewood Cliffs, New Jersey
27. P. Phillips, H. Moon, et al., The Feret evaluation, in: Face Recognition: From Theory to Applications, 1998, pp. 244-261.