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Volumn 22, Issue 9, 2013, Pages 3591-3603

Local structure-based image decomposition for feature extraction with applications to face recognition

Author keywords

Face recognition; Image decomposition; Local structure feature; Ridge regression

Indexed keywords

DIMENSIONALITY REDUCTION; FISHER LINEAR DISCRIMINANT ANALYSIS; IMAGE DECOMPOSITION; IMAGE FEATURE EXTRACTIONS; LOCAL STRUCTURE; RIDGE REGRESSION; STATE-OF-THE-ART ALGORITHMS; STRUCTURAL INFORMATION;

EID: 84893590213     PISSN: 10577149     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIP.2013.2264676     Document Type: Article
Times cited : (47)

References (40)
  • 2
    • 0031185845 scopus 로고    scopus 로고
    • Eigenfaces versus Fisherfaces: Recognition using class specific linear projection
    • Jul.
    • J. P. H. P. N. Belhumeur and D. J. Kriengman, "Eigenfaces versus 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, J.P.H.P.N.1    Kriengman, D.J.2
  • 3
    • 0346911568 scopus 로고    scopus 로고
    • Nonlinear process monitoring using kernel principal component analysis
    • Jan.
    • J. M. Lee, C. K. Yoo, S. W. Choi, P. A. Vanrolleghem, and I.-B. Lee, "Nonlinear process monitoring using kernel principal component analysis," Chem. Eng. Sci., vol. 59, no. 1, pp. 223-234, Jan. 2004.
    • (2004) Chem. Eng. Sci. , vol.59 , Issue.1 , pp. 223-234
    • Lee, J.M.1    Yoo, C.K.2    Choi, S.W.3    Vanrolleghem, P.A.4    Lee, I.-B.5
  • 4
    • 0038633559 scopus 로고    scopus 로고
    • Constructing descriptive and discriminative nonlinear features: Rayleigh coefficients in kernel feature spaces
    • May
    • S. Mika, G. Ratsch, J. Weston, B. Scholkopf, A. Smola, and K.-R. Muller, "Constructing descriptive and discriminative nonlinear features: Rayleigh coefficients in kernel feature spaces," IEEE Trans. Pattern Anal. Mach. Intell., vol. 25, no. 5, pp. 623-628, May 2003.
    • (2003) IEEE Trans. Pattern Anal. Mach. Intell. , vol.25 , Issue.5 , pp. 623-628
    • Mika, S.1    Ratsch, G.2    Weston, J.3    Scholkopf, B.4    Smola, A.5    Muller, K.-R.6
  • 6
    • 14544297033 scopus 로고    scopus 로고
    • KPCA plus LDA: A complete kernel fisher discriminant framework for feature extraction and recognition
    • Feb.
    • J. Yang, A. F. Frangi, J. Y. Yang, A. F. Frangi, J.-Y. Yang, D. Zhang, and Z. Jin, "KPCA plus LDA: A complete kernel fisher discriminant framework for feature extraction and recognition," IEEE Trans. Pattern Anal. Mach. Intell., vol. 27, no. 2, pp. 230-244, Feb. 2005.
    • (2005) IEEE Trans. Pattern Anal. Mach. Intell. , vol.27 , Issue.2 , pp. 230-244
    • Yang, J.1    Frangi, A.F.2    Yang, J.Y.3    Frangi, A.F.4    Yang, J.-Y.5    Zhang, D.6    Jin, Z.7
  • 7
    • 33947194180 scopus 로고    scopus 로고
    • Graph embedding and extensions: A general framework for dimensionality reduction
    • Jan.
    • S. C. Yan, D. Xu, and B. Y. Zhang, "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.C.1    Xu, D.2    Zhang, B.Y.3
  • 8
    • 0034704229 scopus 로고    scopus 로고
    • A global geometric framework for nonlinear dimensionality reduction
    • Dec.
    • J. B. Tenenbaum, V. de Silva, and J. C. Langford, "A global geometric framework for nonlinear dimensionality reduction," Science, vol. 290, no. 5500, pp. 2319-2323, Dec. 2000.
    • (2000) Science , vol.290 , Issue.5500 , pp. 2319-2323
    • Tenenbaum, J.B.1    De Silva, V.2    Langford, J.C.3
  • 9
    • 0034704222 scopus 로고    scopus 로고
    • Nonlinear dimensionality reduction by locally linear embedding
    • Dec.
    • S. T. Roweis and L. K. Saul, "Nonlinear dimensionality reduction by locally linear embedding," Science, vol. 290, no. 5500, pp. 2323-2326, Dec. 2000.
    • (2000) Science , vol.290 , Issue.5500 , pp. 2323-2326
    • Roweis, S.T.1    Saul, L.K.2
  • 10
    • 0042378381 scopus 로고    scopus 로고
    • Laplacian eigenmaps for dimensionality reduction and data representation
    • Jun.
    • M. Belkin and P. Niyogi, "Laplacian eigenmaps for dimensionality reduction and data representation," Neural Comput., vol. 15, no. 6, pp. 1373-1396, Jun. 2003.
    • (2003) Neural Comput. , vol.15 , Issue.6 , pp. 1373-1396
    • Belkin, M.1    Niyogi, P.2
  • 12
    • 33947492041 scopus 로고    scopus 로고
    • Globally maximizing, locally minimizing: Unsupervised discriminant projection with applications to face and palm biometrics
    • Apr.
    • J. Yang, D. Zhang, J. Y. Yang, and B. Niu, "Globally maximizing, locally minimizing: Unsupervised discriminant projection with applications to face and palm biometrics," IEEE Trans. Pattern Anal. Mach. Intell., vol. 29, no. 4, pp. 650-664, Apr. 2007.
    • (2007) IEEE Trans. Pattern Anal. Mach. Intell. , vol.29 , Issue.4 , pp. 650-664
    • Yang, J.1    Zhang, D.2    Yang, J.Y.3    Niu, B.4
  • 13
    • 0036543747 scopus 로고    scopus 로고
    • Gabor feature based classification using the enhanced Fisher linear discriminant model for face recognition
    • Apr.
    • C. J. Liu and H. Wechsler, "Gabor feature based classification using the enhanced Fisher linear discriminant model for face recognition," IEEE Trans. Image Process., vol. 11, no. 4, pp. 467-476, Apr. 2002.
    • (2002) IEEE Trans. Image Process. , vol.11 , Issue.4 , pp. 467-476
    • Liu, C.J.1    Wechsler, H.2
  • 14
    • 0036647193 scopus 로고    scopus 로고
    • Multiresolution gray-scale and rotation invariant texture classification with local binary patterns
    • Jul.
    • T. Ojala, M. Pietikainen, and T. Maenpaa, "Multiresolution gray-scale and rotation invariant texture classification with local binary patterns," IEEE Trans. Pattern Anal. Mach. Intell., vol. 24, no. 7, pp. 971-987, Jul. 2002.
    • (2002) IEEE Trans. Pattern Anal. Mach. Intell. , vol.24 , Issue.7 , pp. 971-987
    • Ojala, T.1    Pietikainen, M.2    Maenpaa, T.3
  • 15
    • 77952634397 scopus 로고    scopus 로고
    • Enhanced local texture feature sets for face recognition under difficult lighting conditions
    • Jun.
    • X. Y. Tan and B. Triggs, "Enhanced local texture feature sets for face recognition under difficult lighting conditions," IEEE Trans. Image Process., vol. 19, no. 6, pp. 1635-1650, Jun. 2010.
    • (2010) IEEE Trans. Image Process. , vol.19 , Issue.6 , pp. 1635-1650
    • Tan, X.Y.1    Triggs, B.2
  • 16
    • 76849093371 scopus 로고    scopus 로고
    • Local derivative pattern versus local binary pattern: Face recognition with high-order local pattern descriptor
    • Feb.
    • B. C. Zhang, Y. S. Gao, S. Q. Zhao, and J. Liu, "Local derivative pattern versus local binary pattern: Face recognition with high-order local pattern descriptor," IEEE Trans. Image Process., vol. 19, no. 2, pp. 533-544, Feb. 2010.
    • (2010) IEEE Trans. Image Process. , vol.19 , Issue.2 , pp. 533-544
    • Zhang, B.C.1    Gao, Y.S.2    Zhao, S.Q.3    Liu, J.4
  • 17
    • 33947167478 scopus 로고    scopus 로고
    • Face description with local binary patterns: Application to face recognition
    • Dec.
    • T. Ahonen, A. Hadid, and M. Pietikainen, "Face description with local binary patterns: Application to face recognition," IEEE Trans. Pattern Anal. Mach. Intell., vol. 28, no. 12, pp. 2037-2041, Dec. 2006.
    • (2006) IEEE Trans. Pattern Anal. Mach. Intell. , vol.28 , Issue.12 , pp. 2037-2041
    • Ahonen, T.1    Hadid, A.2    Pietikainen, M.3
  • 18
    • 33745953205 scopus 로고    scopus 로고
    • Local gabor binary pattern histogram sequence (LGBPHS): A novel non-statistical model for face representation and recognition
    • W. C. Zhang, S. G. Shan, W. Gao, X. Chen, and H. Zhang, "Local gabor binary pattern histogram sequence (LGBPHS): A novel non-statistical model for face representation and recognition," in Proc. 10th IEEE Int. Conf. Comput. Vis., Oct. 2005, pp. 786-791.
    • Proc. 10th IEEE Int. Conf. Comput. Vis., Oct. 2005 , pp. 786-791
    • Zhang, W.C.1    Shan, S.G.2    Gao, W.3    Chen, X.4    Zhang, H.5
  • 19
    • 34247557079 scopus 로고    scopus 로고
    • Dynamic texture recognition using local binary patterns with an application to facial expressions
    • Jun.
    • G. Y. Zhao and M. Pietikainen, "Dynamic texture recognition using local binary patterns with an application to facial expressions," IEEE Trans. Pattern Anal. Mach. Intell., vol. 29, no. 6, pp. 915-928, Jun. 2007.
    • (2007) IEEE Trans. Pattern Anal. Mach. Intell. , vol.29 , Issue.6 , pp. 915-928
    • Zhao, G.Y.1    Pietikainen, M.2
  • 20
    • 79551535264 scopus 로고    scopus 로고
    • Face recognition by exploring information jointly in space, scale and orientation
    • Jan.
    • Z. Lei, S. C. Liao, M. Pietikainen, and S. Z. Li, "Face recognition by exploring information jointly in space, scale and orientation," IEEE Trans. Image Process., vol. 20, no. 1, pp. 247-256, Jan. 2011.
    • (2011) IEEE Trans. Image Process. , vol.20 , Issue.1 , pp. 247-256
    • Lei, Z.1    Liao, S.C.2    Pietikainen, M.3    Li, S.Z.4
  • 21
    • 33847703333 scopus 로고    scopus 로고
    • Histogram of Gabor phase patterns (HGPP): A novel object representation approach for face recognition
    • Jan.
    • B. H. Zhang, S. G. Shan, X. L. Chen, and W. Gao, "Histogram of Gabor phase patterns (HGPP): A novel object representation approach for face recognition," IEEE Trans. Image Process., vol. 16, no. 1, pp. 57-68, Jan. 2007.
    • (2007) IEEE Trans. Image Process. , vol.16 , Issue.1 , pp. 57-68
    • Zhang, B.H.1    Shan, S.G.2    Chen, X.L.3    Gao, W.4
  • 22
    • 77951264260 scopus 로고    scopus 로고
    • Fusing local patterns of Gabor magnitude and phase for face recognition
    • May
    • S. Xie, S. Shan, X. Chen, and J. Chen, "Fusing local patterns of Gabor magnitude and phase for face recognition," IEEE Trans. Image Process., vol. 19, no. 5, pp. 1349-1361, May 2010.
    • (2010) IEEE Trans. Image Process. , vol.19 , Issue.5 , pp. 1349-1361
    • Xie, S.1    Shan, S.2    Chen, X.3    Chen, J.4
  • 23
    • 27844460570 scopus 로고    scopus 로고
    • Simultaneous cartoon and texture image inpainting using morphological component analysis (MCA)
    • Nov.
    • M. Elad, J. L. Starck, P. Querre, and D. L. Donoho, "Simultaneous cartoon and texture image inpainting using morphological component analysis (MCA)," Appl. Comput. Harmon. Anal., vol. 19, no. 3, pp. 340-358, Nov. 2005.
    • (2005) Appl. Comput. Harmon. Anal. , vol.19 , Issue.3 , pp. 340-358
    • Elad, M.1    Starck, J.L.2    Querre, P.3    Donoho, D.L.4
  • 24
    • 27744574209 scopus 로고    scopus 로고
    • Image decomposition via the combination of sparse representations and a variational approach
    • Oct.
    • J. L. Starck, M. Elad, and D. L. Donoho, "Image decomposition via the combination of sparse representations and a variational approach," IEEE Trans. Image Process., vol. 14, no. 10, pp. 1570-1582, Oct. 2005.
    • (2005) IEEE Trans. Image Process. , vol.14 , Issue.10 , pp. 1570-1582
    • Starck, J.L.1    Elad, M.2    Donoho, D.L.3
  • 25
    • 33750379296 scopus 로고    scopus 로고
    • Translation-invariant contourlet transform and its application to image denoising
    • Nov.
    • R. Eslami and H. Radha, "Translation-invariant contourlet transform and its application to image denoising," IEEE Trans. Image Process., vol. 15, no. 11, pp. 3362-3374, Nov. 2006.
    • (2006) IEEE Trans. Image Process. , vol.15 , Issue.11 , pp. 3362-3374
    • Eslami, R.1    Radha, H.2
  • 26
    • 77952744186 scopus 로고    scopus 로고
    • Image decomposition and separation using sparse representations: An overview
    • Jun.
    • M. J. Fadili, J. L. Starck, J. Bobin, and Y. Moudden, "Image decomposition and separation using sparse representations: An overview," Proc. IEEE, vol. 98, no. 6, pp. 983-994, Jun. 2010.
    • (2010) Proc. IEEE , vol.98 , Issue.6 , pp. 983-994
    • Fadili, M.J.1    Starck, J.L.2    Bobin, J.3    Moudden, Y.4
  • 27
    • 18144420071 scopus 로고    scopus 로고
    • Acquiring linear subspaces for face recognition under variable lighting
    • May
    • K. C. Lee, J. Ho, and D. J. Kriegman, "Acquiring linear subspaces for face recognition under variable lighting," IEEE Trans. Pattern Anal. Mach. Intell., vol. 27, no. 5, pp. 684-698, May 2005.
    • (2005) IEEE Trans. Pattern Anal. Mach. Intell. , vol.27 , Issue.5 , pp. 684-698
    • Lee, K.C.1    Ho, J.2    Kriegman, D.J.3
  • 28
    • 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
  • 32
    • 80051961576 scopus 로고    scopus 로고
    • Effective unconstrained face recognition by combining multiple descriptors and learned background statistics
    • Oct.
    • L. Wolf, T. Hassner, and Y. Taigman, "Effective unconstrained face recognition by combining multiple descriptors and learned background statistics," IEEE Trans. Pattern Anal. Mach. Intell., vol. 33, no. 10, pp. 1978-1990, Oct. 2011.
    • (2011) IEEE Trans. Pattern Anal. Mach. Intell. , vol.33 , Issue.10 , pp. 1978-1990
    • Wolf, L.1    Hassner, T.2    Taigman, Y.3
  • 33
    • 0004171986 scopus 로고    scopus 로고
    • CVC, Univ. Autonoma Barcelona, Barcelona, Spain, Tech. Rep. #24, Jun.
    • A. M. Martinez and R. Benavente, "The AR face database," CVC, Univ. Autonoma Barcelona, Barcelona, Spain, Tech. Rep. #24, Jun. 1998.
    • (1998) The AR Face Database
    • Martinez, A.M.1    Benavente, R.2
  • 34
    • 38149090988 scopus 로고    scopus 로고
    • Enhanced local texture feature sets for face recognition under difficult lighting conditions
    • X. Tan and B. Triggs, "Enhanced local texture feature sets for face recognition under difficult lighting conditions," in Proc. 3rd Int. Workshop, Oct. 2007, pp. 168-182.
    • Proc. 3rd Int. Workshop, Oct. 2007 , pp. 168-182
    • Tan, X.1    Triggs, B.2
  • 35
    • 84893598809 scopus 로고    scopus 로고
    • Normalization of face illumination based on large-and small-scale features
    • Jun.
    • X. Xie, W. S. Zheng, and J. Lai, "Normalization of face illumination based on large-and small-scale features," IEEE Trans. Image Process., vol. 19, no. 6, pp. 1635-1650, Jun. 2010.
    • (2010) IEEE Trans. Image Process. , vol.19 , Issue.6 , pp. 1635-1650
    • Xie, X.1    Zheng, W.S.2    Lai, J.3
  • 36
    • 81155123212 scopus 로고    scopus 로고
    • A novel feature extraction method for face recognition under different lighting conditions
    • J. J. Qian and J. Yang, "A novel feature extraction method for face recognition under different lighting conditions," in Proc. 6th Chin. Conf. Biometric Recognit., Dec. 2011, pp. 17-24.
    • Proc. 6th Chin. Conf. Biometric Recognit., Dec. 2011 , pp. 17-24
    • Qian, J.J.1    Yang, J.2
  • 37
    • 82055208401 scopus 로고    scopus 로고
    • Face verification using the LARK representation
    • Dec.
    • H. J. Seo and P. Milanfar, "Face verification using the LARK representation," IEEE Trans. Inf. Forensics Security, vol. 6, no. 12, pp. 1275-1286, Dec. 2011.
    • (2011) IEEE Trans. Inf. Forensics Security , vol.6 , Issue.12 , pp. 1275-1286
    • Seo, H.J.1    Milanfar, P.2
  • 38
    • 0032045780 scopus 로고    scopus 로고
    • The FERET database and evaluation procedure for face recognition algorithms
    • P. J. Phillips, H.Wechsler, J. Huang, and P. Rauss, "The FERET database and evaluation procedure for face recognition algorithms," Image Vis. Comput., vol. 16, no. 5, pp. 295-306, 1998.
    • (1998) Image Vis. Comput. , vol.16 , Issue.5 , pp. 295-306
    • Phillips, P.J.1    Wechsler, H.2    Huang, J.3    Rauss, P.4


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