Analysis of principal component analysis-based and fisher discriminant analysis-based face recognition algorithms

Proceedings - 2nd International Conference on Emerging Technologies 2006, ICET 2006

Volumn , Issue , 2006, Pages 121-127

  Naz, Erum ^a   Farooq, Umar ^b   Naz, Tabbasum ^c  

^a PTCL   (Pakistan)

^b NATIONAL UNIVERSITY OF SCIENCES AND TECHNOLOGY   (Pakistan)

^c VIENNA UNIVERSITY OF TECHNOLOGY   (Austria)

Author keywords

Eigenfaces; Eigenspace; Eigenvalue

Indexed keywords

ADMINISTRATIVE DATA PROCESSING; COVARIANCE MATRIX; DISCRIMINANT ANALYSIS; EIGENVALUES AND EIGENFUNCTIONS; FACE RECOGNITION; FINANCIAL DATA PROCESSING; FISHER INFORMATION MATRIX; IMAGE ENHANCEMENT; INFORMATION THEORY; MATRIX ALGEBRA;

(E ,2E) THEORY; DIGITAL IMAGING; EIGEN SPACE; EIGENFACES; EIGENVECTORS; EUCLIDEAN DISTANCE (ED); EXPERIMENTAL RESULTS; FACE RECOGNITION ALGORITHMS; FACE SPACE; FACIAL EXPRESSIONS; FACIAL RECOGNITION (FR); FISHER DISCRIMINANT ANALYSIS (FDA); HOLISTIC APPROACHES; HUMAN EYES; INPUT IMAGES; INTERNATIONAL CONFERENCES; PRINCIPAL COMPONENT ANALYSIS (PCA); PRINCIPAL COMPONENTS; RECOGNITION PROCESS; TEST IMAGES; TEST ING PHASE; THRESHOLD VALUE(T); TRAINING AND TESTING; TRAINING PHASE;

PRINCIPAL COMPONENT ANALYSIS;

EID: 46149087741     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICET.2006.335932     Document Type: Conference Paper

References (15)

1. L. Sirovich and M. Kirby, "Low-Dimensional Procedure for the Characterization of Human Faces", 1987.
2. M. Kirby and L. Sirovich, "Application of the Karhunen-Loeve Procedure for the Characterization of Human Faces", 1990.
3. P. Navarrete and J. Ruiz-Del-Solar,"Analysis and Comparison of Eigenspace based Face Recognition Approaches", Department of Electrical Engineering, University de Chile, CHILE, 2002.
4. M. Turk and A. Pentland. "Eigenfaces for Recognition." In Proc. of Computer Vision and Pattern Recognition, pages 586-591. IEEE, June 1991b.
5. M. Turk and A. Pentland, "Eigenfaces for Recognition," J. Cognitive Neuroscience, vol. 3, no. 1, pp. 71-86, 1991.
6. A. Pentland, Baback Moghaddam and Thad Starner, "View-Based and Modular Eigenspaces for Face Recognition, 1994.
7. M. Turk, "A Random Walk through Eigenspace", 2001.
8. Atle Nes, Kjetil Bo, "Face Recognition", Norwegian University of Science and Technology Faculty of Information Technology, November, 2002.
9. M. S. Bartlett and T. J. Sejnowski., "Independent Components of Face images: a Representation for Face Recognition", In Procs. of the 4th Annual Joint Symposium on Neural Computation, Pasadena, CA, May 1997.
10. Aapo Hyvarinen and Erkii Oja, "Independent Component Analysis: A Tutorial", 1999.
11. R. A. Fisher, "The Use of Multiple Measurements in Taxonomie Problems", 1936.
12. Juwei Lu, K.N. Plataniotis, A.N. Nenetsanopoulos, "Regularization Studies of Linear Discriminant Analysis in Small Sample Size Scenarios with Application to Face Recognition", University of Toronto, Toronto, M5S 3G4, ONTARIO, CANADA.
13. Wendy S. Yambor, "Analysis of PCA-based and Fisher-Discriminant- based Image Recognition Algorithms", Technical Report CS-OO-103, Colorado State University Fort Collins, CO 80523, Summer 2000.
14. http://www.uk.research.att.com/pub/data/att_faces.zip
15. http://cswww.essex.ac.uk/mv/allfaces/faces96.htm