Perceptual Grouping through Competition in Coupled Oscillator Networks
Meier M, Haschke R, Ritter H (2013)
In: Proceedings - 21st European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning. Verleysen M (Ed); Louvain-la-Neuve : Ciaco .
Konferenzbeitrag
| Veröffentlicht | Englisch
Download
Autor*in
Herausgeber*in
Verleysen, Michel
Einrichtung
Abstract / Bemerkung
In this paper we present a novel approach to model perceptual grouping based on phase and frequency synchronization in a network of coupled Kuramoto oscillators. Transferring the grouping concept from the Competitive Layer Model (CLM) to a network of Kuramoto oscillators, we preserve the excellent grouping capabilities of the CLM, while dramatically improving the convergence rate, robustness to noise, and computational performance, which is verified in a series of artificial grouping experiments.
Erscheinungsjahr
2013
Titel des Konferenzbandes
Proceedings - 21st European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning
Konferenz
ESANN 2013
Konferenzort
Bruges (Belgium)
Konferenzdatum
2013-04-24 – 2013-04-26
ISBN
978-2-87419-081-0
Page URI
https://pub.uni-bielefeld.de/record/2561929
Zitieren
Meier M, Haschke R, Ritter H. Perceptual Grouping through Competition in Coupled Oscillator Networks. In: Verleysen M, ed. Proceedings - 21st European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning. Louvain-la-Neuve : Ciaco ; 2013.
Meier, M., Haschke, R., & Ritter, H. (2013). Perceptual Grouping through Competition in Coupled Oscillator Networks. In M. Verleysen (Ed.), Proceedings - 21st European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning Louvain-la-Neuve : Ciaco .
Meier, Martin, Haschke, Robert, and Ritter, Helge. 2013. “Perceptual Grouping through Competition in Coupled Oscillator Networks”. In Proceedings - 21st European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ed. Michel Verleysen. Louvain-la-Neuve : Ciaco .
Meier, M., Haschke, R., and Ritter, H. (2013). “Perceptual Grouping through Competition in Coupled Oscillator Networks” in Proceedings - 21st European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, Verleysen, M. ed. ( Louvain-la-Neuve : Ciaco ).
Meier, M., Haschke, R., & Ritter, H., 2013. Perceptual Grouping through Competition in Coupled Oscillator Networks. In M. Verleysen, ed. Proceedings - 21st European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning. Louvain-la-Neuve : Ciaco .
M. Meier, R. Haschke, and H. Ritter, “Perceptual Grouping through Competition in Coupled Oscillator Networks”, Proceedings - 21st European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, M. Verleysen, ed., Louvain-la-Neuve : Ciaco , 2013.
Meier, M., Haschke, R., Ritter, H.: Perceptual Grouping through Competition in Coupled Oscillator Networks. In: Verleysen, M. (ed.) Proceedings - 21st European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning. Ciaco , Louvain-la-Neuve (2013).
Meier, Martin, Haschke, Robert, and Ritter, Helge. “Perceptual Grouping through Competition in Coupled Oscillator Networks”. Proceedings - 21st European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning. Ed. Michel Verleysen. Louvain-la-Neuve : Ciaco , 2013.
Alle Dateien verfügbar unter der/den folgenden Lizenz(en):
Copyright Statement:
Dieses Objekt ist durch das Urheberrecht und/oder verwandte Schutzrechte geschützt. [...]
Volltext(e)
Name
Access Level
Open Access
Zuletzt Hochgeladen
2019-09-06T09:18:11Z
MD5 Prüfsumme
67064bb78281d2cd25157086b8002192
Link(s) zu Volltext(en)
Access Level
Closed Access
Google Scholar
ISBN Suche