Perceptual Grouping through Competition in Coupled Oscillator Networks

Meier M, Haschke R, Ritter H (2013)
In: European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN). Bruges (Belgium): d-side.

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Conference Paper | Published | English
Abstract
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.
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ESANN
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Bruges (Belgium)
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Meier M, Haschke R, Ritter H. Perceptual Grouping through Competition in Coupled Oscillator Networks. In: European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN). Bruges (Belgium): d-side; 2013.
Meier, M., Haschke, R., & Ritter, H. (2013). Perceptual Grouping through Competition in Coupled Oscillator Networks. European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN).
Meier, M., Haschke, R., and Ritter, H. (2013). “Perceptual Grouping through Competition in Coupled Oscillator Networks” in European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN) (Bruges (Belgium): d-side).
Meier, M., Haschke, R., & Ritter, H., 2013. Perceptual Grouping through Competition in Coupled Oscillator Networks. In European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN). Bruges (Belgium): d-side.
M. Meier, R. Haschke, and H. Ritter, “Perceptual Grouping through Competition in Coupled Oscillator Networks”, European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN), Bruges (Belgium): d-side, 2013.
Meier, M., Haschke, R., Ritter, H.: Perceptual Grouping through Competition in Coupled Oscillator Networks. European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN). d-side, Bruges (Belgium) (2013).
Meier, Martin, Haschke, Robert, and Ritter, Helge. “Perceptual Grouping through Competition in Coupled Oscillator Networks”. European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN). Bruges (Belgium): d-side, 2013.
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