메뉴 건너뛰기




Volumn 37, Issue 4, 2007, Pages 1015-1021

Constructing PCA baseline algorithms to reevaluate ICA-based face-recognition performance

Author keywords

Face recognition; Feature extraction; Image representation; Independent component analysis (ICA); Principal component analysis (PCA)

Indexed keywords

ALGORITHMS; FEATURE EXTRACTION; INDEPENDENT COMPONENT ANALYSIS; PRINCIPAL COMPONENT ANALYSIS;

EID: 34547115694     PISSN: 10834419     EISSN: None     Source Type: Journal    
DOI: 10.1109/TSMCB.2007.891541     Document Type: Article
Times cited : (65)

References (42)
  • 2
    • 84975551912 scopus 로고
    • Low-dimensional procedure for characterization of human faces
    • Mar
    • L. Sirovich and M. Kirby, "Low-dimensional procedure for characterization of human faces," J. Opt. Soc. Amer., vol. 4, no. 3, pp. 519-524, Mar. 1987.
    • (1987) J. Opt. Soc. Amer , vol.4 , Issue.3 , pp. 519-524
    • Sirovich, L.1    Kirby, M.2
  • 3
    • 0025236073 scopus 로고
    • Application of the KL procedure for the characterization of human faces
    • Jan
    • M. Kirby and L. Sirovich, "Application of the KL procedure for the characterization of human faces," IEEE Trans. Pattern Anal. Mach. Intell., vol. 12, no. 1, pp. 103-108, Jan. 1990.
    • (1990) IEEE Trans. Pattern Anal. Mach. Intell , vol.12 , Issue.1 , pp. 103-108
    • Kirby, M.1    Sirovich, L.2
  • 4
    • 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
  • 7
    • 0033115288 scopus 로고    scopus 로고
    • Theoretical analysis of illumination in PCA-based vision systems
    • Apr
    • L. Zhao and Y. Yang, "Theoretical analysis of illumination in PCA-based vision systems," Pattern Recognit., vol. 32, no. 4, pp. 547-564, Apr. 1999.
    • (1999) Pattern Recognit , vol.32 , Issue.4 , pp. 547-564
    • Zhao, L.1    Yang, Y.2
  • 9
    • 0242456238 scopus 로고    scopus 로고
    • Face recognition using the second-order mixture-of-eigenfaces method
    • Feb
    • H. C. Kim, D. Kim, S. Y. Bang, and S. Y. Lee, "Face recognition using the second-order mixture-of-eigenfaces method," Pattern Recognit. vol. 37, no. 2, pp. 337-349, Feb. 2004.
    • (2004) Pattern Recognit , vol.37 , Issue.2 , pp. 337-349
    • Kim, H.C.1    Kim, D.2    Bang, S.Y.3    Lee, S.Y.4
  • 10
    • 0036721691 scopus 로고    scopus 로고
    • From image vector to matrix: A straightforward image projection technique - IMPCA vs. PCA
    • Sep
    • J. Yang and J. Y. Yang, "From image vector to matrix: A straightforward image projection technique - IMPCA vs. PCA," Pattern Recognit., vol. 35, no. 9, pp. 1997-1999, Sep. 2002.
    • (2002) Pattern Recognit , vol.35 , Issue.9 , pp. 1997-1999
    • Yang, J.1    Yang, J.Y.2
  • 11
    • 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
  • 12
    • 1842711984 scopus 로고    scopus 로고
    • Subpattern-based principle component analysis
    • May
    • S. Chen and Y. Zhu, "Subpattern-based principle component analysis," Pattern Recognit., vol. 37, no. 5, pp. 1081-1083, May 2004.
    • (2004) Pattern Recognit , vol.37 , Issue.5 , pp. 1081-1083
    • Chen, S.1    Zhu, Y.2
  • 14
    • 0038363210 scopus 로고    scopus 로고
    • Independent components of face images: A representation for face recognition
    • Pasadena, CA, May 17
    • M. S. Bartlett and T. J. Sejnowski, "Independent components of face images: A representation for face recognition," in Proc. 4th Annu. Jount Symp. Neural Comput., Pasadena, CA, May 17, 1997.
    • (1997) Proc. 4th Annu. Jount Symp. Neural Comput
    • Bartlett, M.S.1    Sejnowski, T.J.2
  • 15
    • 0036856989 scopus 로고    scopus 로고
    • Face recognition by independent component analysis
    • Nov
    • M. S. Bartlett, J. R. Movellan, and T. J. Sejnowski, "Face recognition by independent component analysis," IEEE Trans. Neural Netw., vol. 13, no. 6, pp. 1450-1464, Nov. 2002.
    • (2002) IEEE Trans. Neural Netw , vol.13 , Issue.6 , pp. 1450-1464
    • Bartlett, M.S.1    Movellan, J.R.2    Sejnowski, T.J.3
  • 17
    • 0036604858 scopus 로고    scopus 로고
    • Face representation using independent component analysis
    • Jun
    • P. C. Yuen and J. H. Lai, "Face representation using independent component analysis," Pattern Recognit., vol. 35, no. 6, pp. 1247-1257, Jun. 2002.
    • (2002) Pattern Recognit , vol.35 , Issue.6 , pp. 1247-1257
    • Yuen, P.C.1    Lai, J.H.2
  • 19
    • 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
  • 20
    • 1842587738 scopus 로고    scopus 로고
    • Enhanced independent component analysis and its application to content based face image retrieval
    • Apr
    • C. Liu, "Enhanced independent component analysis and its application to content based face image retrieval," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 34, no. 2, pp. 1117-1127, Apr. 2004.
    • (2004) IEEE Trans. Syst., Man, Cybern. B, Cybern , vol.34 , Issue.2 , pp. 1117-1127
    • Liu, C.1
  • 22
    • 0036603474 scopus 로고    scopus 로고
    • Principal manifolds and probabilistic subspaces for visual recognition
    • Jun
    • B. Moghaddam, "Principal manifolds and probabilistic subspaces for visual recognition," IEEE Trans. Pattern Anal. Mach. Intell., vol. 24, no. 6, pp. 780-788, Jun. 2002.
    • (2002) IEEE Trans. Pattern Anal. Mach. Intell , vol.24 , Issue.6 , pp. 780-788
    • Moghaddam, B.1
  • 24
    • 33845217132 scopus 로고    scopus 로고
    • A comparative analysis of face recognition performance with visible and thermal infrared imagery
    • Quebec City, QC, Canada
    • D. Socolinsky and A. Selinger, "A comparative analysis of face recognition performance with visible and thermal infrared imagery," in Proc. Int. Conf. Pattern Recog., Quebec City, QC, Canada, 2002, pp. 217-222.
    • (2002) Proc. Int. Conf. Pattern Recog , pp. 217-222
    • Socolinsky, D.1    Selinger, A.2
  • 26
    • 0028416938 scopus 로고
    • Independent component analysis: A new concept?
    • Apr
    • P. Comon, "Independent component analysis: A new concept?" Signal Process., vol. 36, no. 3, pp. 287-314, Apr. 1994.
    • (1994) Signal Process , vol.36 , Issue.3 , pp. 287-314
    • Comon, P.1
  • 27
    • 0029411030 scopus 로고
    • An information-maximization approach to blind separation and blind deconvolution
    • Nov
    • A. J. Bell and T. J. Sejnowski, "An information-maximization approach to blind separation and blind deconvolution," Neural Comput., vol. 7, no. 6, pp. 1129-1159, Nov. 1995.
    • (1995) Neural Comput , vol.7 , Issue.6 , pp. 1129-1159
    • Bell, A.J.1    Sejnowski, T.J.2
  • 28
    • 0030832881 scopus 로고    scopus 로고
    • The 'independent components' of natural scenes are edge filters
    • Dec
    • A. J. Bell and T. J. Sejnowski, "The 'independent components' of natural scenes are edge filters," Vis. Res., vol. 37, no. 23, pp. 3327-3338, Dec. 1997.
    • (1997) Vis. Res , vol.37 , Issue.23 , pp. 3327-3338
    • Bell, A.J.1    Sejnowski, T.J.2
  • 29
    • 0346307721 scopus 로고    scopus 로고
    • A fast fixed-point algorithm for independent component analysis
    • Oct
    • A. Hyvärinen and E. Oja, "A fast fixed-point algorithm for independent component analysis," Neural Comput., vol. 9, no. 7, pp. 1483-1492, Oct. 1997.
    • (1997) Neural Comput , vol.9 , Issue.7 , pp. 1483-1492
    • Hyvärinen, A.1    Oja, E.2
  • 30
    • 0032629347 scopus 로고    scopus 로고
    • Fast and robust fixed-point algorithms for independent component analysis
    • May
    • A. Hyvärinen, "Fast and robust fixed-point algorithms for independent component analysis," IEEE Trans. Neural Netw., vol. 10, no. 3, pp. 626-634, May 1999.
    • (1999) IEEE Trans. Neural Netw , vol.10 , Issue.3 , pp. 626-634
    • Hyvärinen, A.1
  • 31
    • 0042826822 scopus 로고    scopus 로고
    • Independent component analysis: Algorithms and applications
    • May/Jun
    • A. Hyvärinen and E. Oja, "Independent component analysis: Algorithms and applications," Neural Netw., vol. 13, no. 4/5, pp. 411-430, May/Jun. 2000.
    • (2000) Neural Netw , vol.13 , Issue.4-5 , pp. 411-430
    • Hyvärinen, A.1    Oja, E.2
  • 32
    • 0032612381 scopus 로고    scopus 로고
    • High-order contrasts for independent component analysis
    • Jan
    • J.-F. Cardoso, "High-order contrasts for independent component analysis," Neural Comput., vol. 11, no. 1, pp. 157-192, Jan. 1999.
    • (1999) Neural Comput , vol.11 , Issue.1 , pp. 157-192
    • Cardoso, J.-F.1
  • 34
    • 0034290919 scopus 로고    scopus 로고
    • The FERET evaluation methodology for face-recognition algorithms
    • Oct
    • P. J. Phillips, H. Moon, S. A. Rizvi, and P. J. Rauss, "The FERET evaluation methodology for face-recognition algorithms," IEEE Trans. Pattern Anal. Mach. Intell., vol. 22, no. 10, pp. 1090-1104, Oct. 2000.
    • (2000) IEEE Trans. Pattern Anal. Mach. Intell , vol.22 , Issue.10 , pp. 1090-1104
    • Phillips, P.J.1    Moon, H.2    Rizvi, S.A.3    Rauss, P.J.4
  • 35
    • 0032045780 scopus 로고    scopus 로고
    • The FERET database and evaluation procedure for face recognition algorithms
    • Apr
    • 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, Apr. 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
  • 36
    • 33745933502 scopus 로고    scopus 로고
    • Is ICA significantly better than PCA for face recognition?
    • J. Yang, D. Zhang, and J.-Y. Yang, "Is ICA significantly better than PCA for face recognition?" in Proc. 10th IEEE ICCV, vol. 1, 2005, pp. 198-203.
    • (2005) Proc. 10th IEEE ICCV , vol.1 , pp. 198-203
    • Yang, J.1    Zhang, D.2    Yang, J.-Y.3
  • 37
    • 0142134982 scopus 로고    scopus 로고
    • On the selection and classification of independent features
    • Oct
    • M. Bressan and J. Vitria, "On the selection and classification of independent features," IEEE Trans. Pattern Anal. Mach. Intell., vol. 25, no. 10, pp. 1312-1317, Oct. 2003.
    • (2003) IEEE Trans. Pattern Anal. Mach. Intell , vol.25 , Issue.10 , pp. 1312-1317
    • Bressan, M.1    Vitria, J.2
  • 39
    • 84872174377 scopus 로고    scopus 로고
    • Online, Available
    • The AT&T Face Database. [Online]. Available: http:// www.uk.research.att.com/facedatabase.html
    • The AT&T Face Database
  • 41
    • 34547128229 scopus 로고    scopus 로고
    • A. M. Martinez and R. Benavente, The AR face database, CVC, Barcelona, Spain, CVC Tech. Rep. 24, Jun. 1998.
    • A. M. Martinez and R. Benavente, "The AR face database," CVC, Barcelona, Spain, CVC Tech. Rep. 24, Jun. 1998.
  • 42
    • 34047196558 scopus 로고    scopus 로고
    • Equivalence of some common linear feature extraction techniques for appearance-based object recognition tasks
    • May
    • M. Asunción Vicente, P. O. Hoyer, and A. Hyvarinen, "Equivalence of some common linear feature extraction techniques for appearance-based object recognition tasks," IEEE Trans. Pattern Anal. Mach. Intell vol. 29, no. 5, pp. 896-900, May 2007.
    • (2007) IEEE Trans. Pattern Anal. Mach. Intell , vol.29 , Issue.5 , pp. 896-900
    • Asunción Vicente, M.1    Hoyer, P.O.2    Hyvarinen, A.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.