Training support vector machines for video based face recognition

Proceedings of SPIE - The International Society for Optical Engineering

Volumn 4875, Issue 2, 2002, Pages 737-743

  Li, Zhuang ^a   Ai, Haizhou ^a   Xu, Guangyou ^a  

^a TSINGHUA UNIVERSITY   (China)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTATIONAL GEOMETRY; CONVOLUTION; FEATURE EXTRACTION; NORMAL DISTRIBUTION; PATTERN MATCHING; PRINCIPAL COMPONENT ANALYSIS; VECTOR QUANTIZATION; VIDEO SIGNAL PROCESSING;

FACIAL FEATURE; GRAY LEVEL DISTRIBUTION; LINEAR TRANSFORMATION; SUPPORT VECTOR MACHINES; VIDEO BASED FACE RECOGNITION; VIDEO SEQUENCE;

FACE RECOGNITION;

EID: 0036453268     PISSN: 0277786X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1117/12.477062     Document Type: Conference Paper

References (17)

1. R. Chellappa, C. L. Wilson and S. Sirohey, "Human and Machine Recognition of Faces: A Survey," Proc. of the IEEE, 83(5): 705-740, 1995.
2. R. Brunelly, T. Poggio, "Face Recognition: Features Versus Templates", IEEE PAMI, 15(10): 1042-1052, 1995.
3. B. Moghaddam, A. Pentland, "Beyond Linear Eigenspaces: Bayesian Matching for Face Recognition", 230-243, in Face Recognition from Theory to Applications, Springer 1998.
4. A. Lanitis, C.J. Taylor and T.F. Cootes, "Automatic Face Identification System Using Flexible Appearance Models", Image and Vision Computing, 13(5):393-401, 1995.
5. M. Lades, J.C. Vorbruggen, et al., "Distortion Invariant Object Recognition in the Dynamic Link Architecture", IEEE Trans. on Computers, 42(3):300-311, 1993.
6. L. Wiskott; J.-M. Fellous; et al., "Face Recognition by Elastic Bunch Graph Matching", IEEE PAMI, 19(7):775-779, 1997.
7. P. Belhumeur, P. Hespanha, and D. Kriegman, "Eigenfaces vs fisherfaces: recognition using class specific linear projection", IEEE PAMI, 19(7):711-720, 1997.
8. S. Lawrence, C.L. Giles, et al., "Face Recognition: A Convolutional Neural Network Approach", IEEE Trans. on Neural Networks, Vol. 8, No. 1, pp. 98-113, 1997.
9. V. N. Vapnik, "The Nature of Statistical Learning Theory", Springer, 1995
10. S.R. Gunn, "Support Vector Machines for Classification and Regression, Technical Report", University of Southampton, 1997.
11. K. Jonsson, J. Matas, et al., "Learning Support Vectors for Face Verification and Recognition", IC-AFG'2000, 208-213, 2000.
12. G. Guo, S.Z. Li and K. Chan, "Face Recognition by Support Vector Machines", IC-AFG'2000, 196-201, 2000.
13. B. Heisele, P. Ho and T. Poggio, Face Recognition with Support Vector Machines: Global versus Component-based Approach, ICCV'01, VOL-II, 688-694, 2001
14. J.C. Platt, "Sequential Minimal Optimization: A Fast Algorithm for Training Support Vector Machines", Technical Report MSR-TR-98-14, 1998
15. Haizhou Ai, et al., Face Detection in Template Matching Constrained Subspace, IC-AI'2001, IC-AI'2001, Vol.II, 603-608, 2001.
16. P.J. Phillips, M. Hyeonjoon, et al., "The FERET Evaluation Methodology for Face-Recognition Algorithms", IEEE PAMI, 22(10):1090-1104, 2000.
17. The Face Recognition Home Page: http://www.cs.rug.nl/~peterkr/FACE/face.html