Abstract
A novel neural oscillation model is proposed to perform the contour detection and separation for color images. The model improves the prototype of relaxation oscillation and combines four kinds of image features as the external stimulation, in order to control the oscillation. Experimental results show that the contours of different objects can be detected by oscillation and separated by desynchronization. This model may help to promote the investigation on the mechanism of the neural system.
This work is supported by National Basic Research Program of China (No. 2005CB724303), National Natural Science Foundation of China (No. 60671062), and Shanghai Leading Academic Discipline Project (No. B112).
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Von der Malsburg, C.: The Correlation Theory of Brain Functioning. Internal Report 81-2, MPI Biophysical Chemistry (1981)
Eckhorn, R., Bauer, R., Jordan, W., et al.: Coherent Oscillations: A Mechanism of Feature Linking in the Visual Cortex. Biological Cybernetics 60, 121–130 (1988)
Gray, C.M., Konig, P., Engel, A.K., Singer, W.: Oscillatory Responses in Cat Visual Cortex Exhibit Inter-columnar Synchronization Which Reflects Global Stimulus Properties. Nature 338, 334–337 (1989)
Von der Malsburg, C., Schneider, W.: A Neural Cocktail-party Processor. Biological Cybernetics 54, 29–40 (1986)
Wang, D.L.: The Time Dimension for Scene Analysis. IEEE Trans. Neural Networks 16, 1401–1425 (2005)
Wang, D.L., Terman, D.: Locally Excitatory Globally Inhibitory Oscillator Networks. IEEE Transactions on Neural Networks 6, 283–286 (1995)
Li, Z.P.: A Neural Model of Contour Integration in the Primary Visual Cortex. Neural Computation 10, 903–940 (1998)
Rhouma, M.B.H., Frigui, H.: Self-organization of Pulse-coupled Oscillators with Application to Clustering. IEEE Transactions on Pattern Analysis and Machine Intelligence 23, 180–195 (2001)
Kazanovich, Y., Borisyuk, R.: Object Selection by an Oscillatory Neural Network. BioSystems 67, 103–111 (2002)
Wrigley, S.N., Brown, G.J.: A Computational Model of Auditory Selective Attention. IEEE Transactions on Neural Networks 15, 1151–1163 (2004)
Terman, D., Wang, D.L.: Global Competition and Local Cooperation in a Network of Neural Oscillators. Physica D 81, 148–176 (1995)
Freeman, W.J.: Neurodynamics: An Exploration in Mesoscopic Brain Dynamics. Springer, London (2000)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2009 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Ma, Y., Gu, X., Wang, Y. (2009). A Neural Oscillation Model for Contour Separation in Color Images . In: Köppen, M., Kasabov, N., Coghill, G. (eds) Advances in Neuro-Information Processing. ICONIP 2008. Lecture Notes in Computer Science, vol 5507. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-03040-6_94
Download citation
DOI: https://doi.org/10.1007/978-3-642-03040-6_94
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-03039-0
Online ISBN: 978-3-642-03040-6
eBook Packages: Computer ScienceComputer Science (R0)