Parametrized SOMs for Hand Posture Reconstruction

Nölker C, Ritter H (2000)
In: Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural Networks (IJCNN 2000). Vol 4. Amari S-I, Giles CL, Gori M, Piuri V (Eds); Los Alamitos, CA: IEEE: 139-144.

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Konferenzbeitrag | Veröffentlicht | Englisch
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Abstract / Bemerkung
This paper describes the use of neural network for gesture recognition based on finger tips, a system that recognizes continuous hand postures from video images. Our approach yields a full identification of all finger joint angles. This allows a full reconstruction of the 3D hand shape, using an artificial hand model with 16 segments and 20 joint angles. The focus of the present paper is how to employ a parametrised SOM neural network for the inverse kinematics task to compute the angles of a hand model out of 3D positions of the fingertips. We show that this type of neural net does not only achieve excellent results from very few training examples, but also can be applied to uncommon data structures
Erscheinungsjahr
Titel des Konferenzbandes
Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural Networks (IJCNN 2000). Vol 4
Seite
139-144
Konferenz
Neural Computing: New Challenges and Perspectives for the New Millennium
Konferenzort
Como, Italy
Konferenzdatum
2000-07-24 – 2000-07-27
ISSN
PUB-ID

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Nölker C, Ritter H. Parametrized SOMs for Hand Posture Reconstruction. In: Amari S-I, Giles CL, Gori M, Piuri V, eds. Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural Networks (IJCNN 2000). Vol 4. Los Alamitos, CA: IEEE; 2000: 139-144.
Nölker, C., & Ritter, H. (2000). Parametrized SOMs for Hand Posture Reconstruction. In S. - I. Amari, C. L. Giles, M. Gori, & V. Piuri (Eds.), Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural Networks (IJCNN 2000). Vol 4 (pp. 139-144). Los Alamitos, CA: IEEE. doi:10.1109/IJCNN.2000.860763
Nölker, C., and Ritter, H. (2000). “Parametrized SOMs for Hand Posture Reconstruction” in Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural Networks (IJCNN 2000). Vol 4, Amari, S. - I., Giles, C. L., Gori, M., and Piuri, V. eds. (Los Alamitos, CA: IEEE), 139-144.
Nölker, C., & Ritter, H., 2000. Parametrized SOMs for Hand Posture Reconstruction. In S. - I. Amari, et al., eds. Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural Networks (IJCNN 2000). Vol 4. Los Alamitos, CA: IEEE, pp. 139-144.
C. Nölker and H. Ritter, “Parametrized SOMs for Hand Posture Reconstruction”, Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural Networks (IJCNN 2000). Vol 4, S.-I. Amari, et al., eds., Los Alamitos, CA: IEEE, 2000, pp.139-144.
Nölker, C., Ritter, H.: Parametrized SOMs for Hand Posture Reconstruction. In: Amari, S.-I., Giles, C.L., Gori, M., and Piuri, V. (eds.) Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural Networks (IJCNN 2000). Vol 4. p. 139-144. IEEE, Los Alamitos, CA (2000).
Nölker, Claudia, and Ritter, Helge. “Parametrized SOMs for Hand Posture Reconstruction”. Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural Networks (IJCNN 2000). Vol 4. Ed. Shun-Ichi Amari, C. Lee Giles, Marco Gori, and Vincenzo Piuri. Los Alamitos, CA: IEEE, 2000. 139-144.

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