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http://dx.doi.org/10.13089/JKIISC.2006.16.5.119

Face Recognition Method using Individual Eigenfaces Space  

Lee, Kyung-Hee (Department of Electrical Engineering, The University of Suwon)
Publication Information
Journal of the Korea Institute of Information Security & Cryptology / v.16, no.5, 2006 , pp. 119-123 More about this Journal
Abstract
We present a new face recognition method, which selects eigenfaces by our algorithm instead of the existing eigenfaces selection method that chooses eigenfaces by the value of corresponding eigenvalues. We justify our method by comparing our method with traditional one by experiments with YALE, ORL database. By using our algorithm in selecting the eigenfaces, we obtain higher recognition rate than the existing schemes.
Keywords
face recognition; eigenfaces; support vector machines;
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  • Reference
1 M. Turk and A. Pentland, 'Face Recognition using Eigenfaces', Proceedings of IEEE International Conference on Computer Vision and Pattern Recognition, pp. 586-591, 1991
2 Yale Face Database, http://cvc.yale.edu/projects/yalefaces/yalefaces.html
3 V. Vapnik, Statistical Learning Theory, John Wiley & Sons, New York, 1998
4 David E. Goldberg, Genetic Algorithms in Search, Optimization, and Machine Learning, Addison-Wesley, 1989
5 R. Brunelli and T. Poggio, 'Face Recognition: Features versus Templates', IEEE Transactions on Pattern Analysis and Machine Intelligence, 15(10), pp. 1042-1052, 1993   DOI   ScienceOn
6 ORL Face Database, http://www.cam-orl.co.uk/facedatabase.html
7 K. Lam and H. Yan, 'An Analytic-to-Holistic Approach for Face Recognition based on a Single Frontal View', IEEE Transactions on Pattern Analysis and Machine Intelligence, 29(7), pp. 673- 686, 1998