Solving the small sample size problem of LDA

Proceedings - International Conference on Pattern Recognition

Volumn 16, Issue 3, 2002, Pages 29-32

  Huang, Rui ^a   Liu, Qingshan ^a   Lu, Hanqing ^a   Ma, Songde ^a  

^a INSTITUTE OF AUTOMATION   (China)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTATIONAL METHODS; IMAGE PROCESSING; INFORMATION ANALYSIS; PROBLEM SOLVING; DISCRIMINANT ANALYSIS; FACE RECOGNITION; PATTERN RECOGNITION;

CLASS SCATTER MATRIX; DISCRIMINATIVE INFORMATION; LINEAR DISCRIMINANT ANALYSIS (LDA); SMALL SAMPLE SIZE;

FACE RECOGNITION; PROBLEM SOLVING;

COMPUTATIONAL PROBLEM; LINEAR DISCRIMINANT ANALYSIS; NULL SPACE; ORIGINAL SAMPLE; SMALL SAMPLE SIZE PROBLEMS; WITHIN-CLASS SCATTER MATRIX;

EID: 33751565280     PISSN: 10514651     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (8)

1. K. Fukunaga, Introduction to Statistical Pattern Recognition, Academic Press, 1990.
2. W. Zhao, R. Chellappa, and P.J. Phillips, "Subspace Linear Discriminant Analysis for Face Recognition", Technical Report CAR-TR-914, Center for Automation Research, University of Maryland, 1999.
3. D.L. Swets and J. Weng, "Using Discriminant Eigenfeatures for Image Retrieval", IEEE Trans. Pattern Analysis and Machine Intelligence, Vol. 18, No. 8, 1996.
4. P.N. Belhumeur, J.P. Hespanha, and D.J. Kriegman, "Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection", IEEE Trans. Pattern Analysis and Machine Intelligence, Vol. 19, No. 7, 1997.
5. J. Yang, Y. Yu, and W. Kunz, "An Efficient LDA Algorithm for Face Recognition", Proceedings of the Sixth International Conference on Control, Automation, Robotics and Vision (ICARCV2000), 2000.
6. L.F. Chen, H.Y.M. Liao, J.C. Lin, M.T. Ko, and G.J. Yu, "A New LDA-based Face Recognition System Which Can Solve the Small Sample Size Problem", Pattern Recognition, Vol. 33, No. 10, 2000.
7. Y. Guo, X. Huang, and J. Yang, "A Novel Algorithm Solving Fisher Optimal Discriminant Vector and Facial Recognition"(In Chinese), Journal of Image and Graphics, Vol. 4, No. 2, 1999.
8. P. J. Phillips, H. Wechsler, J. Huang, and P. J. Rauss, "The FERET database and evaluation procedure for face-recognition algorithms", Image and Vision Computing, Vol. 16, No. 5, pp. 295-306, 1998.