Face Detection and Identification Using a Hierarchical Feed-forward Recognition Architecture

Bax I, Heidemann G, Ritter H (2005)
In: Proceedings of International Joint Conference on Neural Networks., 3. Montreal, Canada: IEEE: 1675-1680.

Konferenzbeitrag | Veröffentlicht | Englisch
 
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Autor*in
Bax, Ingo; Heidemann, Gunther; Ritter, HelgeUniBi
Abstract / Bemerkung
We apply a hierarchical feed-forward neural architecture to the problem of face recognition. The network is similar to the neocognitron-approach and a two-layer variation of this architecture, which has previously been successfully applied to patch classification tasks. We extend this architecture to a three-layer one, which allows not only identification of image patches, but also detection in larger images. In the research area of face recognition, a lot of expertise has been developed for the problem of either identification or detection, but approaches which deal with both problems simultaneously are rarely to be found. In this work, we apply the hierarchical approach to this problem and evaluate the performance on artificial datasets.
Erscheinungsjahr
2005
Titel des Konferenzbandes
Proceedings of International Joint Conference on Neural Networks
Band
3
Seite(n)
1675-1680
Konferenz
International Joint Conference on Neural Networks 2005
Konferenzdatum
2005-07-31 – 2005-08-04
ISBN
0-7803-9048-2
Page URI
https://pub.uni-bielefeld.de/record/2714190

Zitieren

Bax I, Heidemann G, Ritter H. Face Detection and Identification Using a Hierarchical Feed-forward Recognition Architecture. In: Proceedings of International Joint Conference on Neural Networks. Vol 3. Montreal, Canada: IEEE; 2005: 1675-1680.
Bax, I., Heidemann, G., & Ritter, H. (2005). Face Detection and Identification Using a Hierarchical Feed-forward Recognition Architecture. Proceedings of International Joint Conference on Neural Networks, 3, 1675-1680. doi:10.1109/IJCNN.2005.1556131
Bax, I., Heidemann, G., and Ritter, H. (2005). “Face Detection and Identification Using a Hierarchical Feed-forward Recognition Architecture” in Proceedings of International Joint Conference on Neural Networks, vol. 3, (Montreal, Canada: IEEE), 1675-1680.
Bax, I., Heidemann, G., & Ritter, H., 2005. Face Detection and Identification Using a Hierarchical Feed-forward Recognition Architecture. In Proceedings of International Joint Conference on Neural Networks. no.3 Montreal, Canada: IEEE, pp. 1675-1680.
I. Bax, G. Heidemann, and H. Ritter, “Face Detection and Identification Using a Hierarchical Feed-forward Recognition Architecture”, Proceedings of International Joint Conference on Neural Networks, vol. 3, Montreal, Canada: IEEE, 2005, pp.1675-1680.
Bax, I., Heidemann, G., Ritter, H.: Face Detection and Identification Using a Hierarchical Feed-forward Recognition Architecture. Proceedings of International Joint Conference on Neural Networks. 3, p. 1675-1680. IEEE, Montreal, Canada (2005).
Bax, Ingo, Heidemann, Gunther, and Ritter, Helge. “Face Detection and Identification Using a Hierarchical Feed-forward Recognition Architecture”. Proceedings of International Joint Conference on Neural Networks. Montreal, Canada: IEEE, 2005.Vol. 3. 1675-1680.

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