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Volumn 20, Issue 1, 2009, Pages 103-123

Uncorrelated multilinear discriminant analysis with regularization and aggregation for tensor object recognition

Author keywords

Dimensionality reduction; Face recognition; Feature extraction; Fusion; Gait recognition; Multilinear discriminant analysis; Regularization; Tensor objects

Indexed keywords

DISCRIMINANT ANALYSIS; FEATURE EXTRACTION; GAIT ANALYSIS; OBJECT RECOGNITION; TENSORS;

EID: 58649095928     PISSN: 10459227     EISSN: None     Source Type: Journal    
DOI: 10.1109/TNN.2008.2004625     Document Type: Article
Times cited : (122)

References (58)
  • 2
    • 33847716314 scopus 로고    scopus 로고
    • Multilinear discriminant analysis for face recognition
    • Jan
    • S. Yan, D. Xu, Q. Yang, L. Zhang, X. Tang, and H. Zhang, "Multilinear discriminant analysis for face recognition," IEEE Trans. Image Process., vol. 16, no. 1, pp. 212-220, Jan. 2007.
    • (2007) IEEE Trans. Image Process , vol.16 , Issue.1 , pp. 212-220
    • Yan, S.1    Xu, D.2    Yang, Q.3    Zhang, L.4    Tang, X.5    Zhang, H.6
  • 3
    • 37849026513 scopus 로고    scopus 로고
    • Face recognition by discriminant analysis with Gabor tensor representation
    • Aug
    • Z. Lei, R. Chu, R. He, S. Liao, and S. Z. Li, "Face recognition by discriminant analysis with Gabor tensor representation," in Proc. Int. Conf. Biometrics, Aug. 2007, pp. 87-95.
    • (2007) Proc. Int. Conf. Biometrics , pp. 87-95
    • Lei, Z.1    Chu, R.2    He, R.3    Liao, S.4    Li, S.Z.5
  • 4
    • 37849037446 scopus 로고    scopus 로고
    • Color face tensor factorization and slicing for illumination-robust recognition
    • Aug
    • Y.-D. Kim and S. Choi, "Color face tensor factorization and slicing for illumination-robust recognition," in Proc. Int. Conf. Biometrics, Aug. 2007, pp. 19-28.
    • (2007) Proc. Int. Conf. Biometrics , pp. 19-28
    • Kim, Y.-D.1    Choi, S.2
  • 5
    • 0034851435 scopus 로고    scopus 로고
    • 3D object recognition using shape similarity-based aspect graph
    • Jul
    • C. M. Cyr and B. B. Kimia, "3D object recognition using shape similarity-based aspect graph," in Proc. IEEE Conf. Comput. Vis., Jul. 2001, vol. 1, pp. 254-261.
    • (2001) Proc. IEEE Conf. Comput. Vis , vol.1 , pp. 254-261
    • Cyr, C.M.1    Kimia, B.B.2
  • 6
    • 27844534088 scopus 로고    scopus 로고
    • A survey of approaches and challenges in 3D and multi-modal 3D + 2D face recognition
    • Jan
    • K. W. Bowyer, K. Chang, and P. Flynn, "A survey of approaches and challenges in 3D and multi-modal 3D + 2D face recognition," Comput. Vis. Image Understand., vol. 101, no. 1, pp. 1-15, Jan. 2006.
    • (2006) Comput. Vis. Image Understand , vol.101 , Issue.1 , pp. 1-15
    • Bowyer, K.W.1    Chang, K.2    Flynn, P.3
  • 7
    • 39549083999 scopus 로고    scopus 로고
    • Learning to fuse 3D + 2D based face recognition at both feature and decision levels
    • Oct
    • S. Z. Li, C. Zhao, M. Ao, and Z. Lei, "Learning to fuse 3D + 2D based face recognition at both feature and decision levels," in Proc. IEEE Int. Workshop Anal. Model. Faces Gestures, Oct. 2005, pp. 43-53.
    • (2005) Proc. IEEE Int. Workshop Anal. Model. Faces Gestures , pp. 43-53
    • Li, S.Z.1    Zhao, C.2    Ao, M.3    Lei, Z.4
  • 8
    • 0041523978 scopus 로고    scopus 로고
    • Independent component analysis of Gabor features for face recognition
    • Jul
    • C. Liu and H. Wechsler, "Independent component analysis of Gabor features for face recognition," IEEE Trans. Neural Netw., vol. 14, no. 4, pp. 919-928, Jul. 2003.
    • (2003) IEEE Trans. Neural Netw , vol.14 , Issue.4 , pp. 919-928
    • Liu, C.1    Wechsler, H.2
  • 9
    • 58649085323 scopus 로고    scopus 로고
    • R. Chellappa, A. Roy-Chowdhury, and S. Zhou, Recognition of Humans and Their Activities Using Video. San Rafael, CA: Morgan & Claypool, 2005.
    • R. Chellappa, A. Roy-Chowdhury, and S. Zhou, Recognition of Humans and Their Activities Using Video. San Rafael, CA: Morgan & Claypool, 2005.
  • 10
    • 38749143022 scopus 로고    scopus 로고
    • MPCA: Multilinear principal component analysis of tensor objects
    • Jan
    • H. Lu, K. N. Plataniotis, and A. N. Venetsanopoulos, "MPCA: Multilinear principal component analysis of tensor objects," IEEE Trans. Neural Netw., vol. 19, no. 1, pp. 18-39, Jan. 2008.
    • (2008) IEEE Trans. Neural Netw , vol.19 , Issue.1 , pp. 18-39
    • Lu, H.1    Plataniotis, K.N.2    Venetsanopoulos, A.N.3
  • 11
    • 17044364467 scopus 로고    scopus 로고
    • Face recognition in subspaces
    • S. Z. Li and A. K. Jain, Eds. New York: Springer-Verlag
    • G. Shakhnarovich and B. Moghaddam, "Face recognition in subspaces," in Handbook of Face Recognition, S. Z. Li and A. K. Jain, Eds. New York: Springer-Verlag, 2004, pp. 141-168.
    • (2004) Handbook of Face Recognition , pp. 141-168
    • Shakhnarovich, G.1    Moghaddam, B.2
  • 12
    • 26944491594 scopus 로고    scopus 로고
    • Manifold learning and applications in recognition
    • Y. P. Tan, K. H. Yap, and L.Wang, Eds. New York: Springer-Verlag
    • J. Zhang, S. Z. Li, and J. Wang, "Manifold learning and applications in recognition," in Intelligent Multimedia Processing With Soft Computing, Y. P. Tan, K. H. Yap, and L.Wang, Eds. New York: Springer-Verlag, 2004, pp. 281-300.
    • (2004) Intelligent Multimedia Processing With Soft Computing , pp. 281-300
    • Zhang, J.1    Li, S.Z.2    Wang, J.3
  • 13
    • 31544473466 scopus 로고    scopus 로고
    • Incremental nonlinear dimensionality reduction by manifold learning
    • Mar
    • M. H. C. Law and A. K. Jain, "Incremental nonlinear dimensionality reduction by manifold learning," IEEE Trans. Pattern Anal. Mach. Intell., vol. 28, no. 3, pp. 377-391, Mar. 2006.
    • (2006) IEEE Trans. Pattern Anal. Mach. Intell , vol.28 , Issue.3 , pp. 377-391
    • Law, M.H.C.1    Jain, A.K.2
  • 15
    • 36048992886 scopus 로고    scopus 로고
    • General tensor discriminant analysis and Gabor features for gait recognition
    • Oct
    • D. Tao, X. Li, X. Wu, and S. J. Maybank, "General tensor discriminant analysis and Gabor features for gait recognition," IEEE Trans. Pattern Anal. Mach. Intell., vol. 29, no. 10, pp. 1700-1715, Oct. 2007.
    • (2007) IEEE Trans. Pattern Anal. Mach. Intell , vol.29 , Issue.10 , pp. 1700-1715
    • Tao, D.1    Li, X.2    Wu, X.3    Maybank, S.J.4
  • 17
    • 58649100518 scopus 로고    scopus 로고
    • A taxonomy of emerging multilinear discriminant analysis solutions for biometric signal recognition
    • N. V. Boulgouris, K. Plataniotis, and E. Micheli-Tzanakou, Eds. New York: Wiley/IEEE
    • H. Lu, K. N. Plataniotis, and A. N. Venetsanopoulos, "A taxonomy of emerging multilinear discriminant analysis solutions for biometric signal recognition," in Biometrics: Theory, Methods, and Applications, N. V. Boulgouris, K. Plataniotis, and E. Micheli-Tzanakou, Eds. New York: Wiley/IEEE, 2008.
    • (2008) Biometrics: Theory, Methods, and Applications
    • Lu, H.1    Plataniotis, K.N.2    Venetsanopoulos, A.N.3
  • 18
    • 34147119092 scopus 로고    scopus 로고
    • Tensor discriminant analysis for view-based object recognition
    • Aug
    • Y. Wang and S. Gong, "Tensor discriminant analysis for view-based object recognition," in Proc. Int. Conf. Pattern Recognit., Aug. 2006, vol. 3, pp. 33-36.
    • (2006) Proc. Int. Conf. Pattern Recognit , vol.3 , pp. 33-36
    • Wang, Y.1    Gong, S.2
  • 20
    • 0036055687 scopus 로고    scopus 로고
    • Orthogonal tensor decompositions
    • T. G. Kolda, "Orthogonal tensor decompositions," SIAM J. Matrix Anal. Appl., vol. 23, no. 1, pp. 243-255, 2001.
    • (2001) SIAM J. Matrix Anal. Appl , vol.23 , Issue.1 , pp. 243-255
    • Kolda, T.G.1
  • 23
    • 33947194180 scopus 로고    scopus 로고
    • Graph embedding and extensions: A general framework for dimensionality reduction
    • Jan
    • S. Yan, D. Xu, B. Zhang, H. J. Zhang, Q. Yang, and S. Lin, "Graph embedding and extensions: A general framework for dimensionality reduction," IEEE Trans. Pattern Anal. Mach. Intell., vol. 29, no. 1, pp. 40-51, Jan. 2007.
    • (2007) IEEE Trans. Pattern Anal. Mach. Intell , vol.29 , Issue.1 , pp. 40-51
    • Yan, S.1    Xu, D.2    Zhang, B.3    Zhang, H.J.4    Yang, Q.5    Lin, S.6
  • 24
    • 35148900068 scopus 로고    scopus 로고
    • Rank-one projections with adaptive margins for face recognition
    • Oct
    • D. Xu, S. Lin, S. Yan, and X. Tang, "Rank-one projections with adaptive margins for face recognition," IEEE Trans. Syst. Man Cybern. B, Cybern., vol. 37, no. 5, pp. 1226-1236, Oct. 2007.
    • (2007) IEEE Trans. Syst. Man Cybern. B, Cybern , vol.37 , Issue.5 , pp. 1226-1236
    • Xu, D.1    Lin, S.2    Yan, S.3    Tang, X.4
  • 26
    • 0035480085 scopus 로고    scopus 로고
    • A theorem on the uncorrelated optimal discriminant vectors
    • Oct
    • Z. Jin, J. Y. Yang, Z. M. Tang, and Z. S. Hu, "A theorem on the uncorrelated optimal discriminant vectors," Pattern Recognit., vol. 34, no. 10, pp. 2041-2047, Oct. 2001.
    • (2001) Pattern Recognit , vol.34 , Issue.10 , pp. 2041-2047
    • Jin, Z.1    Yang, J.Y.2    Tang, Z.M.3    Hu, Z.S.4
  • 27
    • 33748336501 scopus 로고    scopus 로고
    • Feature reduction via generalized uncorrelated linear discriminant analysis
    • Oct
    • J. Ye, R. Janardan, Q. Li, and H. Park, "Feature reduction via generalized uncorrelated linear discriminant analysis," IEEE Trans. Knowl. Data Eng., vol. 18, no. 10, pp. 1312-1322, Oct. 2006.
    • (2006) IEEE Trans. Knowl. Data Eng , vol.18 , Issue.10 , pp. 1312-1322
    • Ye, J.1    Janardan, R.2    Li, Q.3    Park, H.4
  • 28
    • 0035400784 scopus 로고    scopus 로고
    • Face recognition based on the uncorrelated discriminant transformation
    • Z. Jin, J. Y. Yang, Z. S. Hu, and Z. Lou, "Face recognition based on the uncorrelated discriminant transformation," Pattern Recognit., vol. 34, pp. 1405-1416, 2001.
    • (2001) Pattern Recognit , vol.34 , pp. 1405-1416
    • Jin, Z.1    Yang, J.Y.2    Hu, Z.S.3    Lou, Z.4
  • 29
    • 56449119030 scopus 로고    scopus 로고
    • Uncorrelated multilinear principal component analysis through successive variance maximization
    • Jul
    • H. Lu, K. N. Plataniotis, and A. N. Venetsanopoulos, "Uncorrelated multilinear principal component analysis through successive variance maximization," in Proc. Int. Conf. Mach. Learn., Jul. 2008, pp. 616-623.
    • (2008) Proc. Int. Conf. Mach. Learn , pp. 616-623
    • Lu, H.1    Plataniotis, K.N.2    Venetsanopoulos, A.N.3
  • 30
    • 10044254164 scopus 로고    scopus 로고
    • Regularization studies of linear discriminant analysis in small sample size scenarios with application to face recognition
    • J. Lu, K. N. Plataniotis, and A. N. Venetsanopoulos, "Regularization studies of linear discriminant analysis in small sample size scenarios with application to face recognition," Pattern Recognit. Lett., vol. 26, no. 2, pp. 181-191, 2005.
    • (2005) Pattern Recognit. Lett , vol.26 , Issue.2 , pp. 181-191
    • Lu, J.1    Plataniotis, K.N.2    Venetsanopoulos, A.N.3
  • 31
    • 50249134440 scopus 로고    scopus 로고
    • Uncorrelated multilinear discriminant analysis with regularization for gait recognition
    • Sep
    • H. Lu, K. N. Plataniotis, and A. N. Venetsanopoulos, "Uncorrelated multilinear discriminant analysis with regularization for gait recognition," in Proc. Biometrics Symp., Sep. 2007, pp. 1-6.
    • (2007) Proc. Biometrics Symp , pp. 1-6
    • Lu, H.1    Plataniotis, K.N.2    Venetsanopoulos, A.N.3
  • 32
    • 0031185845 scopus 로고    scopus 로고
    • Eigenfaces vs. fisherfaces: Recognition using class specific linear projection
    • Jul
    • P. N. Belhumeur, J. P. Hespanha, and D. J. Kriegman, "Eigenfaces vs. fisherfaces: Recognition using class specific linear projection," IEEE Trans. Pattern Anal. Mach. Intell., vol. 19, no. 7, pp. 711-720, Jul. 1997.
    • (1997) IEEE Trans. Pattern Anal. Mach. Intell , vol.19 , Issue.7 , pp. 711-720
    • Belhumeur, P.N.1    Hespanha, J.P.2    Kriegman, D.J.3
  • 33
    • 21844447839 scopus 로고    scopus 로고
    • Characterization of a family of algorithms for generalized discriminant analysis on undersampled problems
    • Apr
    • J. Ye, "Characterization of a family of algorithms for generalized discriminant analysis on undersampled problems," J. Mach. Learn. Res., vol. 6, pp. 483-502, Apr. 2005.
    • (2005) J. Mach. Learn. Res , vol.6 , pp. 483-502
    • Ye, J.1
  • 35
    • 77953060650 scopus 로고
    • Linearly independent, orthogonal and uncorrelated variables
    • May
    • J. L. Rodgers, W. A. Nicewander, and L. Toothaker, "Linearly independent, orthogonal and uncorrelated variables," Amer. Statist. vol. 38, no. 2, pp. 133-134, May 1984.
    • (1984) Amer. Statist , vol.38 , Issue.2 , pp. 133-134
    • Rodgers, J.L.1    Nicewander, W.A.2    Toothaker, L.3
  • 36
    • 3042541904 scopus 로고    scopus 로고
    • Robust linear dimensionality reduction
    • Jul
    • Y. Koren and L. Carmel, "Robust linear dimensionality reduction," IEEE Trans. Vis. Comput. Graphics, vol. 10, no. 4, pp. 459-470, Jul. 2004.
    • (2004) IEEE Trans. Vis. Comput. Graphics , vol.10 , Issue.4 , pp. 459-470
    • Koren, Y.1    Carmel, L.2
  • 37
    • 34250499792 scopus 로고
    • Analysis of individual differences in multidimensional scaling via an n-way generalization of "Eckart-Young" decomposition
    • J. D. Carroll and J. J. Chang, "Analysis of individual differences in multidimensional scaling via an n-way generalization of "Eckart-Young" decomposition," Psychometrika, vol. 35, pp. 283-319, 1970.
    • (1970) Psychometrika , vol.35 , pp. 283-319
    • Carroll, J.D.1    Chang, J.J.2
  • 38
    • 0002740437 scopus 로고
    • Foundations of the Parafac procedure: Models and conditions for an "explanatory" multi-modal factor analysis
    • R. A. Harshman, "Foundations of the Parafac procedure: Models and conditions for an "explanatory" multi-modal factor analysis," UCLA Working Papers in Phonetics, vol. 16, pp. 1-84, 1970.
    • (1970) UCLA Working Papers in Phonetics , vol.16 , pp. 1-84
    • Harshman, R.A.1
  • 39
    • 0002332422 scopus 로고
    • Principal component analysis of three-mode data by means of alternating least squares algorithms
    • P. Kroonenberg and J. Leeuw, "Principal component analysis of three-mode data by means of alternating least squares algorithms," Psychometrika, vol. 45, no. 1, pp. 69-97, 1980.
    • (1980) Psychometrika , vol.45 , Issue.1 , pp. 69-97
    • Kroonenberg, P.1    Leeuw, J.2
  • 40
    • 84887916087 scopus 로고
    • Regularized discriminant analysis
    • Mar
    • J. H. Friedman, "Regularized discriminant analysis," J. Amer. Statist. Assoc., vol. 84, no. 405, pp. 165-175, Mar. 1989.
    • (1989) J. Amer. Statist. Assoc , vol.84 , Issue.405 , pp. 165-175
    • Friedman, J.H.1
  • 41
    • 33645165230 scopus 로고    scopus 로고
    • Capitalize on dimensionality increasing techniques for improving face recognition grand challenge performance
    • May
    • C. Liu, "Capitalize on dimensionality increasing techniques for improving face recognition grand challenge performance," IEEE Trans. Pattern Anal. Mach. Intell., vol. 28, no. 5, pp. 725-737, May 2006.
    • (2006) IEEE Trans. Pattern Anal. Mach. Intell , vol.28 , Issue.5 , pp. 725-737
    • Liu, C.1
  • 43
    • 35148895418 scopus 로고    scopus 로고
    • Individual kernel tensor-subspaces for robust face recognition: A computationally efficient tensor framework without requiring mode factorization
    • Oct
    • S. W. Park and M. Savvides, "Individual kernel tensor-subspaces for robust face recognition: A computationally efficient tensor framework without requiring mode factorization," IEEE Trans. Syst. Man Cybern. B, Cybern., vol. 37, no. 5, pp. 1156-1166, Oct. 2007.
    • (2007) IEEE Trans. Syst. Man Cybern. B, Cybern , vol.37 , Issue.5 , pp. 1156-1166
    • Park, S.W.1    Savvides, M.2
  • 44
    • 33745928747 scopus 로고    scopus 로고
    • Multi-modal tensor face for simultaneous super-resolution and recognition
    • Oct
    • K. Jia and S. Gong, "Multi-modal tensor face for simultaneous super-resolution and recognition," in Proc. Int. Conf. Comput. Vis. Oct. 2005, vol. 2, pp. 1683-1690.
    • (2005) Proc. Int. Conf. Comput. Vis , vol.2 , pp. 1683-1690
    • Jia, K.1    Gong, S.2
  • 45
    • 0032139235 scopus 로고    scopus 로고
    • The random subspace method for constructing decision forests
    • Aug
    • T. K. Ho, "The random subspace method for constructing decision forests," IEEE Trans. Pattern Anal. Mach. Intell., vol. 20, no. 8, pp. 832-844, Aug. 1998.
    • (1998) IEEE Trans. Pattern Anal. Mach. Intell , vol.20 , Issue.8 , pp. 832-844
    • Ho, T.K.1
  • 46
    • 0037806811 scopus 로고    scopus 로고
    • The boosting approach to machine learning: An overview
    • D. D. Denison, M. H. Hansen, C. Holmes, B. Mallick, and B. Yu, Eds. New York: Springer
    • R. E. Schapire, "The boosting approach to machine learning: An overview," in Nonlinear Estimation and Classification, D. D. Denison, M. H. Hansen, C. Holmes, B. Mallick, and B. Yu, Eds. New York: Springer, 2003.
    • (2003) Nonlinear Estimation and Classification
    • Schapire, R.E.1
  • 47
    • 0036080160 scopus 로고    scopus 로고
    • Bagging, boosting and the random subspace method for linear classifiers
    • R. P. W. D. M. Skurichina, "Bagging, boosting and the random subspace method for linear classifiers," Pattern Anal. Appl., vol. 5, no. 2, pp. 121-135, 2002.
    • (2002) Pattern Anal. Appl , vol.5 , Issue.2 , pp. 121-135
    • Skurichina, R.P.W.D.M.1
  • 48
    • 0346786584 scopus 로고    scopus 로고
    • Arcing classifiers
    • L. Breiman, "Arcing classifiers," Ann. Statist., vol. 26, no. 3, pp. 801-849, 1998.
    • (1998) Ann. Statist , vol.26 , Issue.3 , pp. 801-849
    • Breiman, L.1
  • 50
    • 0038343934 scopus 로고    scopus 로고
    • Information fusion in biometrics
    • A. K. J. A. Ross and J. Z. Qian, "Information fusion in biometrics," Pattern Recognit. Lett., vol. 24, pp. 2115-2125, 2003.
    • (2003) Pattern Recognit. Lett , vol.24 , pp. 2115-2125
    • Ross, A.K.J.A.1    Qian, J.Z.2
  • 52
    • 33144466471 scopus 로고    scopus 로고
    • Ensemble-based discriminant learning with boosting for face recognition
    • Jan
    • J. Lu, K. N. Plataniotis, A. N. Venetsanopoulos, and S. Z. Li, "Ensemble-based discriminant learning with boosting for face recognition," IEEE Trans. Neural Netw., vol. 17, no. 1, pp. 166-178, Jan. 2006.
    • (2006) IEEE Trans. Neural Netw , vol.17 , Issue.1 , pp. 166-178
    • Lu, J.1    Plataniotis, K.N.2    Venetsanopoulos, A.N.3    Li, S.Z.4
  • 53
    • 50249160698 scopus 로고    scopus 로고
    • Boosting LDA with regularization on MPCA features for gait recognition
    • Sep
    • H. Lu, K. N. Plataniotis, and A. N. Venetsanopoulos, "Boosting LDA with regularization on MPCA features for gait recognition," in Proc. Biometrics Symp., Sep. 2007, pp. 1-6.
    • (2007) Proc. Biometrics Symp , pp. 1-6
    • Lu, H.1    Plataniotis, K.N.2    Venetsanopoulos, A.N.3
  • 54
    • 0347380229 scopus 로고    scopus 로고
    • The CMU pose, illumination, and expression database
    • Dec
    • T. Sim, S. Baker, and M. Bsat, "The CMU pose, illumination, and expression database," IEEE Trans. Pattern Anal. Mach. Intell., vol. 25, no. 12, pp. 1615-1618, Dec. 2003.
    • (2003) IEEE Trans. Pattern Anal. Mach. Intell , vol.25 , Issue.12 , pp. 1615-1618
    • Sim, T.1    Baker, S.2    Bsat, M.3
  • 55
  • 56
    • 0034326217 scopus 로고    scopus 로고
    • Bayesian face recognition
    • B. Moghaddam, T. Jebara, and A. Pentland, "Bayesian face recognition," Pattern Recognit., vol. 33, no. 11, pp. 1771-1782, 2000.
    • (2000) Pattern Recognit , vol.33 , Issue.11 , pp. 1771-1782
    • Moghaddam, B.1    Jebara, T.2    Pentland, A.3
  • 58
    • 0026065565 scopus 로고
    • Eigenfaces for recognition
    • M. Turk and A. Pentland, "Eigenfaces for recognition," J. Cogn. Neurosci., vol. 3, no. 1, pp. 71-86, 1991.
    • (1991) J. Cogn. Neurosci , vol.3 , Issue.1 , pp. 71-86
    • Turk, M.1    Pentland, A.2


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