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Volumn 2, Issue 4, 2011, Pages 245-259

Performance evaluation and comparison of PCA Based human face recognition methods for distorted images

Author keywords

Covariance matrix; Eigenface; Face database; Face recognition; Principle component analysis (PCA)

Indexed keywords

COVARIANCE MATRIX; DATABASE SYSTEMS; PRINCIPAL COMPONENT ANALYSIS; TESTING;

EID: 81255185845     PISSN: 18688071     EISSN: 1868808X     Source Type: Journal    
DOI: 10.1007/s13042-011-0023-2     Document Type: Article
Times cited : (52)

References (36)
  • 2
    • 0026755044 scopus 로고
    • Automatic recognition and analysis of human faces and facial expression: a survey
    • Samal A, Lyengar P (1992) Automatic recognition and analysis of human faces and facial expression: a survey. Pattern Recog 25: 65-77.
    • (1992) Pattern Recog , vol.25 , pp. 65-77
    • Samal, A.1    Lyengar, P.2
  • 5
    • 0025236073 scopus 로고
    • Application of the Karhunen-Loeve procedure for the characterization of human faces
    • Kirby M, Sirovich L (1990) Application of the Karhunen-Loeve procedure for the characterization of human faces. IEEE Trans Pattern Anal Mach Intell 12(1): 103-108.
    • (1990) IEEE Trans Pattern Anal Mach Intell , vol.12 , Issue.1 , pp. 103-108
    • Kirby, M.1    Sirovich, L.2
  • 6
    • 0026065565 scopus 로고
    • Eigenfaces for recognition
    • Turk M, Pentland A (1991) Eigenfaces for recognition. J Cognitive Neurosci 13(1): 71-86.
    • (1991) J Cognitive Neurosci , vol.13 , Issue.1 , pp. 71-86
    • Turk, M.1    Pentland, A.2
  • 7
    • 0035222897 scopus 로고    scopus 로고
    • Computational and performance aspects of PCA-based face-recognition algorithms
    • Moon H, Phillips PJ (2001) Computational and performance aspects of PCA-based face-recognition algorithms. Perception 30: 303-321.
    • (2001) Perception , vol.30 , pp. 303-321
    • Moon, H.1    Phillips, P.J.2
  • 9
    • 27344450722 scopus 로고    scopus 로고
    • Diagonal principal component analysis for face recognition
    • Zhang DQA, Zhou ZH, Chen SC (2006) Diagonal principal component analysis for face recognition. Pattern Recogn 39: 140-142.
    • (2006) Pattern Recogn , vol.39 , pp. 140-142
    • Zhang, D.Q.A.1    Zhou, Z.H.2    Chen, S.C.3
  • 11
    • 0030871138 scopus 로고    scopus 로고
    • Face recognition/detection by probabilistic decision based neural network
    • Lin SH, Kung SY, Lin LJ (1997) Face recognition/detection by probabilistic decision based neural network. IEEE Trans Neural Netw 114-132.
    • (1997) IEEE Trans Neural Netw , pp. 114-132
    • Lin, S.H.1    Kung, S.Y.2    Lin, L.J.3
  • 12
    • 84958761166 scopus 로고    scopus 로고
    • Face recognition using component-based SVM classification and morphable models
    • In: Lee SW, Verri A (eds), Springer, Berlin
    • Huang J, Blanz V, Heisele B (2002) Face recognition using component-based SVM classification and morphable models In: Lee SW, Verri A (eds) Lecture notes in computer science, vol 2388, Springer, Berlin, pp 334-341.
    • (2002) Lecture notes in computer science , vol.2388 , pp. 334-341
    • Huang, J.1    Blanz, V.2    Heisele, B.3
  • 13
    • 0038111920 scopus 로고    scopus 로고
    • Face identification based on face-specific subspace
    • Shan S, Gao W, Zhao D (2003) Face identification based on face-specific subspace. Int J Imag Syst Technol 23-32.
    • (2003) Int J Imag Syst Technol , pp. 23-32
    • Shan, S.1    Gao, W.2    Zhao, D.3
  • 14
    • 78650090541 scopus 로고    scopus 로고
    • Face recognition under variation of pose and illumination using independent component analysis
    • ISSN 1687-398X, December 2008
    • Karande KJ, Sanjay N. Talbar (2008) Face recognition under variation of pose and illumination using independent component analysis. ICGST-GVIP, ISSN 1687-398X, 8(IV), December 2008.
    • (2008) ICGST-GVIP , vol.8 , Issue.IV
    • Karande, K.J.1    Sanjay, N.2    Talbar3
  • 17
    • 51249120682 scopus 로고    scopus 로고
    • Image compression effects in face recognition systems
    • In: K Delac, Grgic M (eds), I-Tech Education and Publishing, Vienna
    • Delac K, Grgic M, Grgic S (2007) Image compression effects in face recognition systems. In: K Delac, Grgic M (eds) Face Recognition, I-Tech Education and Publishing, Vienna, pp 75-92.
    • (2007) Face Recognition , pp. 75-92
    • Delac, K.1    Grgic, M.2    Grgic, S.3
  • 18
    • 0036543747 scopus 로고    scopus 로고
    • Gabor feature based classification using the enhanced fisher linear discriminant model for face recognition
    • Liu C (2002) Gabor feature based classification using the enhanced fisher linear discriminant model for face recognition. IEEE Trans Image Process 11: 467-476.
    • (2002) IEEE Trans Image Process , vol.11 , pp. 467-476
    • Liu, C.1
  • 19
    • 3042674061 scopus 로고    scopus 로고
    • Gabor-based kernel PCA with fractional power polynomial models for face recognition
    • Liu C (2004) Gabor-based kernel pca with fractional power polynomial models for face recognition. IEEE Trans Pattern Anal Mach Intell 26: 572-581.
    • (2004) IEEE Trans Pattern Anal Mach Intell , vol.26 , pp. 572-581
    • Liu, C.1
  • 20
    • 0041523978 scopus 로고    scopus 로고
    • Independent component analysis of gabor features for face recognition
    • Liu C, Wechsler H (2003) Independent component analysis of gabor features for face recognition. IEEE Trans Neural Netw 14: 919-928.
    • (2003) IEEE Trans Neural Netw , vol.14 , pp. 919-928
    • Liu, C.1    Wechsler, H.2
  • 21
    • 26944486626 scopus 로고    scopus 로고
    • Fuzzy-C-mean determines the principle component pairs to estimate the degree of emotion from facial expressions
    • Springer, Berlin
    • Amin MA, Afzulpurkar NV, Dailey MN, Esichaikul V, Batanov DN (2005) Fuzzy-C-mean determines the principle component pairs to estimate the degree of emotion from facial expressions. In: Proceedings of FSKD, Springer, Berlin, pp 484-493.
    • (2005) Proceedings of FSKD , pp. 484-493
    • Amin, M.A.1    Afzulpurkar, N.V.2    Dailey, M.N.3    Esichaikul, V.4    Batanov, D.N.5
  • 22
  • 23
    • 67650695316 scopus 로고    scopus 로고
    • An empirical study on the characteristics of gabor representations for face recognition
    • Amin MA, Yan H (2009) An empirical study on the characteristics of gabor representations for face recognition. Int J Pattern Recogn Artif Intell 23: 401-431.
    • (2009) Int J Pattern Recogn Artif Intell , vol.23 , pp. 401-431
    • Amin, M.A.1    Yan, H.2
  • 24
    • 34249658409 scopus 로고    scopus 로고
    • Local discriminant wavelet oacket coordinates for face recognition
    • Liu CC, Liu DQ, Yan H (2007) Local discriminant wavelet oacket coordinates for face recognition. J Machine Learn Res 8: 1165-1195.
    • (2007) J Machine Learn Res , vol.8 , pp. 1165-1195
    • Liu, C.C.1    Liu, D.Q.2    Yan, H.3
  • 25
    • 84887323591 scopus 로고
    • Identification of spatially quantized tachistoscopic images for faces: how many pixels does it take to carry identify?
    • Bachmann T (1991) Identification of spatially quantized tachistoscopic images for faces: how many pixels does it take to carry identify? Eur J Cogn Psychol 3: 87-103.
    • (1991) Eur J Cogn Psychol , vol.3 , pp. 87-103
    • Bachmann, T.1
  • 26
    • 77951264260 scopus 로고    scopus 로고
    • Fusing local patterns of gabor magnitude and phase for face recognition
    • Zhang B, Shan S, Chen X (2010) Fusing local patterns of gabor magnitude and phase for face recognition. IEEE Trans Imag Process 19(5): 1349-1361.
    • (2010) IEEE Trans Imag Process , vol.19 , Issue.5 , pp. 1349-1361
    • Zhang, B.1    Shan, S.2    Chen, X.3
  • 29
    • 81255124522 scopus 로고    scopus 로고
    • ORL face database
    • ORL face database, http://www. cl. cam. ac. uk/researchh/dtg/attarchive/facedatabase. html.
  • 30
    • 81255164320 scopus 로고    scopus 로고
    • CMU face database
    • CMU face database, http://vasc. ri. cmu. edu/idb/html/face/facial_expression/index. html.
  • 31
    • 81255164321 scopus 로고    scopus 로고
    • Nott face database
    • Nott face database, http://pics. psych. stir. ac. uk/.
  • 32
    • 81255164322 scopus 로고    scopus 로고
    • JAFFE Database
    • JAFFE Database, http://www. kasrl. org/jaffe_download. html.
  • 34
    • 81255155513 scopus 로고    scopus 로고
    • Indian face database
    • Indian face database (2002) www. cs. umass. edu/~vidit/IndianFaceDatabase.
    • (2002)
  • 35
    • 81255155514 scopus 로고    scopus 로고
    • Asian face database from Intelligent Media Laboratory
    • Asian face database from Intelligent Media Laboratory, www. imlab. postech. ac. kr.
  • 36
    • 81255124523 scopus 로고    scopus 로고
    • Essex University Face Database
    • Essex University Face Database, http://cswww. essex. ac. uk/mv/allfaces/faces94. html.


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.