Abstract
In this paper, a functional simplification of the BCS/FCS neurobiological model for image segmentation is presented. The inherent complexity of the BCS/FCS system is mainly due to the close modelling of the cortical mechanisms and to the high number of parameters involved. For functional applications, the proposed simplification retains both the biological concepts of the BCS/FCS and its performance, while greatly reducing the number of parameters and the execution time.
This work has been supported in part by the Spanish Ministerio de Ciencia y Tecnología, under grant VICTOR: TIC2000-0406-P4-05.
This is a preview of subscription content, log in via an institution.
Buying options
Tax calculation will be finalised at checkout
Purchases are for personal use only
Learn about institutional subscriptionsPreview
Unable to display preview. Download preview PDF.
References
Grossberg, S., Mingolla, E.: Neural Dynamics of Form Perception: Boundary Completion, Illusory Figures, and Neon Color Spreading. Psychological Review 92, 173–211 (1985)
Grossberg, S., Mingolla, E.: Neural Dynamics of Perceptual Groupings: Textures, Boundaries, and Emergent Features. Perception and Psychophysics 38, 141–171 (1985)
Grossberg, S., Mingolla, E.: Neural Dynamics of Surface Perception: Boundary Webs, Illuminants, and Shape-from-Shading. Computer Vision, Graphics, and Image Processing 37, 116–165 (1987)
Grossberg, S., Todorovic: Neural Dynamics of 1-D and 2-D Brightness Perception: A Unified Model of Classical and Recent Phenomena. Perception and Psychophysics 43, 241–277 (1988)
Grossberg, S., Mingolla, E., Williamson, J.: Synthetic Aperture Radar Processing by a Multiple Scale Neural System for Boundary and Surface Representation. Neural Networks. On special issue Automatic Target Recognition (1995)
Levine, M.W., Shefner, J.M.: Fundamentals of sensation and perception, 2nd edn. Brooks/Cole, Pacific Grove (1991)
Mingolla, E., Ross, W., Grossberg, S.: A Neural Network for Enhancing Boundaries and Surfaces in Synthetic Aperture Radar Images. Neural Networks 12, 499–511 (1999)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2005 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Martínez, P., Pinzolas, M., López Coronado, J., García, D. (2005). A Functional Simplification of the BCS/FCS Image Segmentation. In: Marques, J.S., Pérez de la Blanca, N., Pina, P. (eds) Pattern Recognition and Image Analysis. IbPRIA 2005. Lecture Notes in Computer Science, vol 3522. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11492429_14
Download citation
DOI: https://doi.org/10.1007/11492429_14
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-26153-7
Online ISBN: 978-3-540-32237-5
eBook Packages: Computer ScienceComputer Science (R0)