Abstract
A cascade of linear and nonlinear operators is designed for facial image indexing and recognition. We show that such an approach results in efficient and lowdimensional feature space for face representation with enhanced discriminatory power. Experimental evaluation of the proposed FR algorithm was conducted on MPEG test set with over 8000 images of about 1000 individuals.
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REFERENCES
Belhumeur P.N., Hespanha J.P., Kriegman D.J., Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection, IEEE Transactions on Pattern Analysis and Machine Intelligence, 19(7):711–720, July 1997.
Bober M., Description of MPEG-7 Visual Core Experiments, ISO/IEC JTC1/SC29/WG11, report N4925, July 2002, Klagenfurt.
Devijver P.A., Kittler J., Pattern Recognition: A Statistical Approach, Prentice Hall, Englewood Cliffs, N.J., 1982.
Fisher R.A., The use of multiple measurements in taxonomic problems, Annals of Eugenics, 7:179–188, 1936.
Skarbek W., Kucharski K., Bober M., Face Recognition by Fisher and Scatter Linear Discriminant Analysis, Computer Analysis of Images and Patterns, CAIP'03, 638–645, 2003.
Skarbek W., Kucharski K., Bober M., Dual Linear Discriminant Analysis for Face Recognition, Fundamenta Informaticae, 61(3,4):303–334, July 2004.
Swets D.L., Weng J., Using Discriminant Eigenfeatures for Image Retrieval, IEEE Trans, on PAMI, 18(8): 831–837, August 1996.
Zhao W., Krishnaswamy A., Chellappa R., Swets D.L., Weng J., Discriminant Analysis of Principal Components for Face Recognition, In 3rd International Conference on Automatic Face and Gesture Recognition, 336–341, 1998.
Yu H., Yang H., A direct LDA algorithm for high-dimensional data - with application to face recognition, Pattern Recognition 34(10):2067–2070, 2001.
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Skarbek, W., Kucharski, K., Bober, M. (2006). CASCADE OF OPERATORS FOR FACIAL IMAGE RECOGNITION AND INDEXING. In: Wojciechowski, K., Smolka, B., Palus, H., Kozera, R., Skarbek, W., Noakes, L. (eds) Computer Vision and Graphics. Computational Imaging and Vision, vol 32. Springer, Dordrecht. https://doi.org/10.1007/1-4020-4179-9_62
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DOI: https://doi.org/10.1007/1-4020-4179-9_62
Publisher Name: Springer, Dordrecht
Print ISBN: 978-1-4020-4178-5
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