Learning 3D-Shape-Perception with Local Linear Maps

Meyering A, Ritter H (1992)
In: Proceedings of the International Joint Conference on Neural Networks, 1992. IJCNN. 4. IEEE: 432-437.

Conference Paper | Published | English

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Abstract
The authors consider the task of learning to extract 3D shape information about complex objects from monocular gray level pixel images. It is shown that this task can be efficiently solved by a network architecture of local linear maps. Very little preprocessing is necessary. No prior identification of salient object features or their image coordinates is required. The approach was demonstrated by training a network to identify the posture of a simulated robot hand with 10 joints from its image. Results are presented that show how the achieved accuracy depended on network size and the number of available training examples. Experiments are also reported on combining several networks. The robustness of the recognition process is discussed.
Publishing Year
Conference
IJCNN '92
Location
Baltimore
Conference Date
1992-06-07 – 1992-06-11
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Meyering A, Ritter H. Learning 3D-Shape-Perception with Local Linear Maps. In: Proceedings of the International Joint Conference on Neural Networks, 1992. IJCNN. Vol 4. IEEE; 1992: 432-437.
Meyering, A., & Ritter, H. (1992). Learning 3D-Shape-Perception with Local Linear Maps. Proceedings of the International Joint Conference on Neural Networks, 1992. IJCNN., 4, 432-437.
Meyering, A., and Ritter, H. (1992). “Learning 3D-Shape-Perception with Local Linear Maps” in Proceedings of the International Joint Conference on Neural Networks, 1992. IJCNN., vol. 4, (IEEE), 432-437.
Meyering, A., & Ritter, H., 1992. Learning 3D-Shape-Perception with Local Linear Maps. In Proceedings of the International Joint Conference on Neural Networks, 1992. IJCNN. no.4 IEEE, pp. 432-437.
A. Meyering and H. Ritter, “Learning 3D-Shape-Perception with Local Linear Maps”, Proceedings of the International Joint Conference on Neural Networks, 1992. IJCNN., vol. 4, IEEE, 1992, pp.432-437.
Meyering, A., Ritter, H.: Learning 3D-Shape-Perception with Local Linear Maps. Proceedings of the International Joint Conference on Neural Networks, 1992. IJCNN. 4, p. 432-437. IEEE (1992).
Meyering, Andrea, and Ritter, Helge. “Learning 3D-Shape-Perception with Local Linear Maps”. Proceedings of the International Joint Conference on Neural Networks, 1992. IJCNN. IEEE, 1992.Vol. 4. 432-437.
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