Face recognition using Gabor-based complete Kernel Fisher Discriminant analysis with fractional power polynomial models

Neural Computing and Applications

Volumn 18, Issue 6, 2009, Pages 613-621

  Li, Jun Bao ^a   Pan, Jeng Shyang ^b   Lu, Zhe Ming ^a  

^a HARBIN INSTITUTE OF TECHNOLOGY   (China)

^b NATIONAL KAOHSIUNG UNIVERSITY OF APPLIED SCIENCES   (Taiwan)

Author keywords

Complete Kernel Fisher Discriminant (CKFD); Face recognition; Fractional Power Polynomial (FPP) models; Gabor wavelet; Kernel based method

Indexed keywords

EID: 70349589730     PISSN: 09410643     EISSN: None     Source Type: Journal    
DOI: 10.1007/s00521-009-0272-0     Document Type: Article

References (25)

1. Liu C (2004) Gabor-based Kernel PCA with fractional power polynomial models for face recognition. IEEE Trans Pattern Anal Mach Intell 26(5):572-581
2. Liu C, Wechsler H (2003) Independent component analysis of Gabor features for face recognition. IEEE Trans Neural Netw 14(4):919-928
3. Wiskott L, Fellous JM, Kruger N, vonder Malsburg C (1997) Face recognition by Elastic Bunch graph matching. IEEE Trans Pattern Anal Mach Intell 19(7):775-779
4. Zhang H, Zhang B, Huang W, Tian Q (2005) Gabor wavelet associative memory for face recognition. IEEE Trans Neural Netw 16(1):275-278
5. Liu C, Wechsler H (2002) Gabor feature based classification using the enhanced Fisher Linear Discriminant Model for face recognition. IEEE Trans Image Process 11(4):467-476
6. Belhumeur PN, Hespanha JP, Kriegman DJ (1997) Eigenfaces vs. Fisherfaces: recognition using class specific linear projection. IEEE Trans Pattern Anal Mach Intell 19(7):711-720
7. Chawla MPS (2008) A comparative analysis of principal component and independent component techniques for electrocardiograms. Int J Neural Comput Appl. doi:10.1007/s00521-008-0195-1
8. Chawla MPS (2008) Segment classification of ECG data and construction of scatter plots using principal component analysis. Int J Mech Med Biol 8(3):421-458
9. Chawla MPS (2007) Parameterization and R-peak error estimations of ECG signals using independent component analysis. Int J Comput Math Methods Med 8(4):263-285
10. Chawla MPS, Verma HK, Kumar V (2008) Artifacts and noise removal in electrocardiograms using independent component analysis. Int J Cardiol 129(2):278-281
11. Li J-B, Pan J-S, Chu S-C (2008) Kernel class-wise locality preserving projection. Inf Sci 178(7):1825-1835
12. Pan J-S, Li J-B, Lu Z-M (2008) Adaptive quasiconformal Kernel Discriminant analysis. Neurocomputing 71:2754-2760
13. Li J-B, Chu S-C, Pan J-S, Ho J-H (2007) Adaptive data-dependent matrix norm based Gaussian Kernel for facial feature extraction. Int J Innov Comput Inform Control 3(5):1263-1272
14. Sahbi H (2007) Kernel PCA for similarity invariant shape recognition. Neurocomputing 70:3034-3045
15. Mika S, Ratsch G, Weston J, Schölkopf B, Muller K-R (1999) Fisher Discriminant Analysis with kernels. In: Proceedings of IEEE international workshop neural networks for signal processing IX, pp 41-48
16. Tao D, Tang X, Li X, Wu X (2006) Asymmetric bagging and random subspace for support vector machines-based relevance feedback in image retrieval. IEEE Trans Pattern Anal Mach Intell 28(7):1088-1099
17. Schölkopf B, Smola A, Muller KR (1998) Nonlinear component analysis as a Kernel Eigenvalue problem. Neural Comput 10(5):1299-1319
18. Liang Y, Li C, Gong W, Pan Y (2007) Uncorrelated linear discriminant analysis based on weighted pairwise Fisher criterion. Pattern Recognit 40:3606-3615
19. Zheng Y-j, Yang J, Yang J-y, Wu X-j (2006) A reformative kernel Fisher discriminant algorithm and its application to face recognition. Neurocomputing 69(13-15):1806-1810
20. Ma B, Qu H-y, Wong H-s (2007) Kernel clustering-based discriminant analysis. Pattern Recognit 40(1):324-327
21. Wu X-H, Zhou J-J (2006) Fuzzy discriminant analysis with kernel methods. Pattern Recognit 39(11):2236-2239
22. Yang J, Frangi AF, Yang J-y, Zhang D, Jin Z (2005) KPCA Plus LDA: a complete Kernel Fisher Discriminant framework for feature extraction and recognition. IEEE Trans Pattern Anal Mach Intell 27(2):230-244
23. Donato G, Bartlett MS, Hager JC, Ekman P, Sejnowski TJ (1999) Classifying facial actions. IEEE Trans Pattern Anal Mach Intell 21:974-989
24. Graham DB, Allinson NM (1998) Face recognition: from theory to applications. Comput Syst Sci 163:446-456
25. Samaria F, Harter A (1994) Parameterisation of a stochastic model for human face identification. In: Proceedings of 2nd IEEE workshop on applications of computer vision, Sarasota