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Abstract: We describe an implemented system that learns to recognize human faces under varying pose and illumination conditions. The system relies on symmetry operations to detect the eyes and the mouth in a face image, uses the locations of these features to normalize the appearance of the face, performs simple but effective dimensionality reduction by a convolution with a set of Gaussian receptive fields, and subjects the vector of activities of the receptive fields to a Radial Basis Function... (Update)
Context of citations to this paper: More
.... dimensionality reduction implemented by such a two stage system include the improvement of about 20 in the recognition performance (Edelman et al. 1992); this approach should have a similar effect on the performance of the present model. 6 Summary and discussion We have...
...and physical parameter spaces. A number of systems based on a Radial Basis Function (RBF) network have been proposed for this approach [5, 1, 8]. They showed successful learning capability, and made these variations explicit. However, the generalization capabilities of such...
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BibTeX entry: (Update)
Edelman, S., Reisfeld, D. & Yeshurun, Y. (1992), Learning to recognize faces from examples, in `2nd European Conference on Computer Vision', Genoa, Italy, pp. 787--791. http://citeseer.ist.psu.edu/edelman91learning.html More
@inproceedings{ edelman92learning,
author = "Shimon Edelman and Daniel Reisfeld and Yehezkel Yeshurun",
title = "Learning to Recognize Faces from Examples",
booktitle = "European Conference on Computer Vision",
pages = "787-791",
year = "1992",
url = "citeseer.ist.psu.edu/edelman91learning.html" }
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269 Feature extraction from faces using deformable templates (context) - Yuille - 1989
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149 Regularization algorithms for learning that are equivalent t.. (context) - Poggio, Girosi - 1990
141 An effective heuristic algorithm for the traveling salesman .. (context) - Lin, Kernighan - 1973
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32 Detection of interest points using symmetry (context) - Reisfeld, Wolfson et al. - 1990
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23 Bringing the Grandmother back into the picture: a memory- ba.. - Edelman, Poggio - 1990
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11 Identification and rating of caricatures: implications for m.. (context) - Rhodes, Brennan et al. - 1987
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8 The evolution and testing of a model-based object recognitio.. (context) - Mundy, Heller - 1990
8 HyperBF networks for real object recognition - Brunelli, Poggio - 1991
3 Asymmetries in oriented-line detection indicate two or- thog.. (context) - Foster, Ward - 1991
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2 Representation and process in face recognition (context) - Valentine - 1991
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