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Abstract: Faces represent complex, multidimensional, meaningful visual stimuli and developing a computational model for face recognition is difficult [43]. We present a hybrid neural network solution which compares favorably with other methods. The system combines local image sampling, a self-organizing map neural network, and a convolutional neural network. The self-organizing map provides a quantization of the image samples into a topological space where inputs that are nearby in the original space are ... (Update)
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BibTeX entry: (Update)
S. Lawrence, C. L. Giles, A. Tsoi, and A. Back, "Face recognition: A convolutional neural-network approach," IEEE Trans. on Neural Networks, vol. 8, pp. 98--113, January 1997. http://citeseer.ist.psu.edu/lawrence97face.html More
@article{ lawrence97face,
author = "Steve Lawrence and C. Lee Giles and A. C. Tsoi and A. D. Back",
title = "Face Recognition: {A} Convolutional Neural Network Approach",
journal = "IEEE Transactions on Neural Networks",
volume = "8",
number = "1",
pages = "98--113",
year = "1997",
url = "citeseer.ist.psu.edu/lawrence97face.html" }
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1213 The self-organizing map (context) - Kohonen - 1990
897 Introduction to Statistical Pattern Recognition (context) - Fukunaga - 1990
338 View-based and modular eigenspaces for face recognition - Pentland, Moghaddam et al. - 1994
284 Distortion invariant object recognition in the dynamic link .. - Lades, Vorbruggen et al. - 1993 ACM DBLP
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162 Using discriminant eigenfeatures for image retrieval - Swets, Weng - 1996
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65 Non-linear dimensionality reduction - DeMers, Cottrell - 1993 ACM DBLP
59 Face recognition and gender determination - Wiskott, Fellous et al. - 1995
57 Human and machine recognition of faces: A survey (context) - Chellappa, Wilson et al. - 1995
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22 Feature-based face recognition using mixture-distance - Cox, Ghosn et al. - 1996
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19 Globally trained handwritten word recognizer using spatial r.. - Bengio, Le Cun et al. - 1994
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14 Visual neurones responsive to faces in the monkey temporal c.. (context) - Rolls - 1982
10 Signature verification using global and grid features (context) - Qi, Hunt - 1994
8 Learning recognition and segmentation of 3-d objects from 2-.. (context) - Weng, Ahuja et al. - 1993
7 Hierarchical self-organizing networks (context) - Luttrell - 1989
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3 Learning human face detection in cluttered scenes (context) - Sung, Poggio - 1995
3 Quantifying the neighborhood preservation of Self-Organizing.. (context) - Bauer, Pawelzik - 1992
2 Personal communication (context) - Haykin - 1996
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