메뉴 건너뛰기




Volumn 2, Issue 4, 2007, Pages 781-792

Horizontal and vertical 2DPCA-based discriminant analysis for face verification on a large-scale database

Author keywords

Biometrics; Biometrie experimentation environment (BEE); Color space; Face recognition grand challenge (FRGC); Face verification; Feature extraction; Fisher linear discriminant analysis (FLD or LDA); Principal component analysis (PCA)

Indexed keywords

BIOMETRICS; COMPUTATIONAL COMPLEXITY; DISCRIMINANT ANALYSIS; IMAGE ACQUISITION; MATRIX ALGEBRA; PRINCIPAL COMPONENT ANALYSIS; TWO DIMENSIONAL;

EID: 36349002960     PISSN: 15566013     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIFS.2007.910239     Document Type: Article
Times cited : (70)

References (34)
  • 1
    • 84975551912 scopus 로고
    • Low-dimensional procedure for characterization of human faces
    • L. Sirovich and M. Kirby, "Low-dimensional procedure for characterization of human faces," J. Opt. Soc. Amer., vol. 4, pp. 519-524, 1987.
    • (1987) J. Opt. Soc. Amer , vol.4 , pp. 519-524
    • Sirovich, L.1    Kirby, M.2
  • 2
    • 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
  • 3
    • 0031185845 scopus 로고    scopus 로고
    • Eigenfaces vs. Fisherfaces: Recognition using class specific linear projection
    • Jul
    • P. N. Belhumeur, J. P. Hespanha, and D. J. Kriengman, "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    Kriengman, D.J.3
  • 4
    • 0742268833 scopus 로고    scopus 로고
    • Two-dimensional PCA: A new approach to face representation and recognition
    • Jan
    • J. Yang, D. Zhang, A. F. Frangi, and J.-Y. Yang, 'Two-dimensional PCA: A new approach to face representation and recognition," IEEE Trans. Pattern Anal. Mach. Intell., vol. 26, no. 1, pp. 131-137, Jan. 2004.
    • (2004) IEEE Trans. Pattern Anal. Mach. Intell , vol.26 , Issue.1 , pp. 131-137
    • Yang, J.1    Zhang, D.2    Frangi, A.F.3    Yang, J.-Y.4
  • 5
    • 27244459464 scopus 로고    scopus 로고
    • Comparing robustness of two-dimensional PCA and eigenfaces for face recognition
    • M. Visani, C. Garcia, and C. Laurent, "Comparing robustness of two-dimensional PCA and eigenfaces for face recognition," Lecture Notes Comput. Sci., vol. 3212, pp. 717-724, 2004.
    • (2004) Lecture Notes Comput. Sci , vol.3212 , pp. 717-724
    • Visani, M.1    Garcia, C.2    Laurent, C.3
  • 6
    • 28044453699 scopus 로고    scopus 로고
    • An assembled matrix distance metric for 2DPCA-based image recognition
    • W. M. Zuo, D. Zhang, and K. Wang, "An assembled matrix distance metric for 2DPCA-based image recognition," Pattern Recognit. Lett., vol. 27, no. 3, pp. 210-216, 2006.
    • (2006) Pattern Recognit. Lett , vol.27 , Issue.3 , pp. 210-216
    • Zuo, W.M.1    Zhang, D.2    Wang, K.3
  • 7
    • 27844449908 scopus 로고    scopus 로고
    • (2D)(2)PCA: Two-directional two-dimensional PCA for efficient face representation and recognition
    • D. Q. Zhang and Z. H. Zhou, "(2D)(2)PCA: Two-directional two-dimensional PCA for efficient face representation and recognition," Neurocomput., vol. 69, no. 1-3, pp. 224-231, 2005.
    • (2005) Neurocomput , vol.69 , Issue.1-3 , pp. 224-231
    • Zhang, D.Q.1    Zhou, Z.H.2
  • 8
    • 27744538589 scopus 로고    scopus 로고
    • Generalized 2D principal component analysis for face image representation and recognition
    • H. Kong, L. Wang, E. K. Teoh, X. Li, and J. G. Wang et al., "Generalized 2D principal component analysis for face image representation and recognition," Neural Netw., vol. 18, no. 5-6, pp. 585-594, 2005.
    • (2005) Neural Netw , vol.18 , Issue.5-6 , pp. 585-594
    • Kong, H.1    Wang, L.2    Teoh, E.K.3    Li, X.4    Wang, J.G.5
  • 9
    • 30044447599 scopus 로고    scopus 로고
    • Generalized low rank approximations of matrices
    • J. Ye, "Generalized low rank approximations of matrices," Mach. Learn., vol. 61, no. 1-3, pp. 167-191, 2005.
    • (2005) Mach. Learn , vol.61 , Issue.1-3 , pp. 167-191
    • Ye, J.1
  • 10
    • 31744441014 scopus 로고    scopus 로고
    • On image matrix based feature extraction algorithms
    • Feb
    • L. W. Wang, X. Wang, and J. F. Feng, "On image matrix based feature extraction algorithms," IEEE Trans. Syst., Man, Cybern. B, vol. 36, no. 1, pp. 194-197, Feb. 2006.
    • (2006) IEEE Trans. Syst., Man, Cybern. B , vol.36 , Issue.1 , pp. 194-197
    • Wang, L.W.1    Wang, X.2    Feng, J.F.3
  • 11
    • 0033882353 scopus 로고    scopus 로고
    • Robust coding schemes for indexing and retrieval from large face databases
    • Jan
    • C. Liu and H. Wechsler, "Robust coding schemes for indexing and retrieval from large face databases," IEEE Trans. Image Process., vol. 9, no. 1, pp. 132-137, Jan. 2000.
    • (2000) IEEE Trans. Image Process , vol.9 , Issue.1 , pp. 132-137
    • Liu, C.1    Wechsler, H.2
  • 12
    • 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
  • 13
    • 51849158885 scopus 로고    scopus 로고
    • Improving the face recognition grand challenge baseline performance using color configurations across color spaces
    • presented at the, Atlanta, GA, Oct. 8-11
    • P. Shih and C. Liu, "Improving the face recognition grand challenge baseline performance using color configurations across color spaces," presented at the IEEE Int. Conf. Image Processing, Atlanta, GA, Oct. 8-11, 2006.
    • (2006) IEEE Int. Conf. Image Processing
    • Shih, P.1    Liu, C.2
  • 14
    • 25144471298 scopus 로고    scopus 로고
    • Score normalization in multimodel biometric systems
    • A. Jain, K. Nandakumar, and A. Ross, "Score normalization in multimodel biometric systems," Pattern Recognit., vol. 38, no. 12, pp. 2270-2285, 2005.
    • (2005) Pattern Recognit , vol.38 , Issue.12 , pp. 2270-2285
    • Jain, A.1    Nandakumar, K.2    Ross, A.3
  • 15
    • 33845580520 scopus 로고    scopus 로고
    • Multiple face model of hybrid Fourier feature for large face image set
    • presented at the, New York
    • W. Hwang, G. Park, and J. Lee, "Multiple face model of hybrid Fourier feature for large face image set," presented at the IEEE Conf. Computer Vision Pattern Recognition, New York, 2006.
    • (2006) IEEE Conf. Computer Vision Pattern Recognition
    • Hwang, W.1    Park, G.2    Lee, J.3
  • 18
    • 36348943271 scopus 로고    scopus 로고
    • P. J. Phillips, FRGC third workshop presentation, presented at the FRGC Workshop, San Diego, CA, Feb. 2005.
    • P. J. Phillips, "FRGC third workshop presentation," presented at the FRGC Workshop, San Diego, CA, Feb. 2005.
  • 20
    • 36349036932 scopus 로고
    • 3rd ed. Englewood Cliffs, NJ: Prentice-Hall
    • W. H. Buchsbaum, Color TV Servicing, 3rd ed. Englewood Cliffs, NJ: Prentice-Hall, 1975.
    • (1975) Color TV Servicing
    • Buchsbaum, W.H.1
  • 21
    • 0842267457 scopus 로고    scopus 로고
    • Uncorrelated projection discriminant analysis and its application to face image feature extraction
    • J. Yang, J.-Y. Yang, A. F. Frangi, and D. Zhang, "Uncorrelated projection discriminant analysis and its application to face image feature extraction," Int. J. Pattern Recognit. Artif. Intell., vol. 17, no. 8, pp. 1325-1347, 2003.
    • (2003) Int. J. Pattern Recognit. Artif. Intell , vol.17 , Issue.8 , pp. 1325-1347
    • Yang, J.1    Yang, J.-Y.2    Frangi, A.F.3    Zhang, D.4
  • 23
    • 33746826432 scopus 로고    scopus 로고
    • BDPCA plus LDA: A novel fast feature extraction technique for face recognition
    • Aug
    • W. Zuo, D. Zhang, J. Yang, and K. Wang, "BDPCA plus LDA: A novel fast feature extraction technique for face recognition," IEEE Trans. Syst., Man, Cybern. B, vol. 36, no. 4, pp. 946-953, Aug. 2006.
    • (2006) IEEE Trans. Syst., Man, Cybern. B , vol.36 , Issue.4 , pp. 946-953
    • Zuo, W.1    Zhang, D.2    Yang, J.3    Wang, K.4
  • 24
    • 0001765951 scopus 로고    scopus 로고
    • A direct LDA algorithm, for high-dimensional data-With application to face recognition
    • H. Yu and J. Yang, "A direct LDA algorithm, for high-dimensional data-With application to face recognition," Pattern Recognit., vol. 34, no. 10, pp. 2067-2070, 2001.
    • (2001) Pattern Recognit , vol.34 , Issue.10 , pp. 2067-2070
    • Yu, H.1    Yang, J.2
  • 25
    • 0037276932 scopus 로고    scopus 로고
    • Face recognition using kernel direct discriminant analysis algorithms
    • Jan
    • J. Lu, K. N. Plataniotis, and A. N. Venetsanopoulos, "Face recognition using kernel direct discriminant analysis algorithms," IEEE Trans. Neural Netw., vol. 14, no. 1, pp. 117-126, Jan. 2003.
    • (2003) IEEE Trans. Neural Netw , vol.14 , Issue.1 , pp. 117-126
    • Lu, J.1    Plataniotis, K.N.2    Venetsanopoulos, A.N.3
  • 26
    • 0027609732 scopus 로고
    • Algebraic feature extraction for image recognition based on an optimal discriminant criterion
    • K. Liu, Y. Cheng, and J. Yang, "Algebraic feature extraction for image recognition based on an optimal discriminant criterion," Pattern Recognit., vol. 26, no. 6, pp. 903-911, 1993.
    • (1993) Pattern Recognit , vol.26 , Issue.6 , pp. 903-911
    • Liu, K.1    Cheng, Y.2    Yang, J.3
  • 28
    • 14644408830 scopus 로고    scopus 로고
    • 2D-LDA: A novel statistical linear discriminant analysis for image matrix
    • M. Li and B. Yuan, "2D-LDA: A novel statistical linear discriminant analysis for image matrix," Pattern Recognit. Lett., vol. 26, no. 5, pp. 527-532, 2005.
    • (2005) Pattern Recognit. Lett , vol.26 , Issue.5 , pp. 527-532
    • Li, M.1    Yuan, B.2
  • 29
    • 17444363786 scopus 로고    scopus 로고
    • Two-dimensional FLD for face recognition
    • H. Xiong, M. Swamy, and M. Ahmad, "Two-dimensional FLD for face recognition," Pattern Recognit., vol. 38, no. 7, pp. 1121-1124, 2005.
    • (2005) Pattern Recognit , vol.38 , Issue.7 , pp. 1121-1124
    • Xiong, H.1    Swamy, M.2    Ahmad, M.3
  • 30
    • 17444363017 scopus 로고    scopus 로고
    • Two-dimensional linear discriminant transform for face recognition
    • J. Yang, D. Zhang, X. Yong, and J. Yang, "Two-dimensional linear discriminant transform for face recognition," Pattern Recognit., vol. 38, no. 7, pp. 1125-1129, 2005.
    • (2005) Pattern Recognit , vol.38 , Issue.7 , pp. 1125-1129
    • Yang, J.1    Zhang, D.2    Yong, X.3    Yang, J.4
  • 31
    • 85006575519 scopus 로고    scopus 로고
    • A vector based approximation of KLT and its application to face recognition
    • Rodos Palace, Island of Rhodes, Greece, Sep. 8-11
    • N. Tsapatsoulis, V. Alexopoulos, and S. Kollias, "A vector based approximation of KLT and its application to face recognition," in Proc. IX Eur. Signal Processing Conf., Rodos Palace, Island of Rhodes, Greece, Sep. 8-11, 1998, vol. III, pp. 1581-1584.
    • (1998) Proc. IX Eur. Signal Processing Conf , vol.3 , pp. 1581-1584
    • Tsapatsoulis, N.1    Alexopoulos, V.2    Kollias, S.3
  • 32
    • 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, 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    Zhang, D.4    Jin, Z.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.