An amplitude equation approach to contextual effects in visual cortex
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Published version
Author(s)
Bressloff, Paul C
Cowan, Jack D
Type
Journal Article
Abstract
A mathematical theory of interacting hypercolumns in primary visual cortex (V1) is presented that incorporates details concerning the anisotropic nature of long-range lateral connections. Each hypercolumn is modeled as a ring of interacting excitatory and inhibitory neural populations with orientation preferences over the range 0 to 180 degrees. Analytical methods from bifurcation theory are used to derive nonlinear equations for the amplitude and phase of the population tuning curves in which the effective lateral interactions are linear in the amplitudes. These amplitude equations describe how mutual interactions between hypercolumns via lateral connections modify the response of each hypercolumn to modulated inputs from the lateral geniculate nucleus; such interactions form the basis of contextual effects. The coupled ring model is shown to reproduce a number of orientation-dependent and contrast-dependent features observed in center-surround experiments. A major prediction of the model is that the anisotropy in lateral connections results in a nonuniform modulatory effect of the surround that is correlated with the orientation of the center.
Date Issued
2002-03
Date Acceptance
2001-05-25
Citation
Neural Computation, 2002, 14 (3), pp.493-525
ISSN
0899-7667
Publisher
Massachusetts Institute of Technology Press
Start Page
493
End Page
525
Journal / Book Title
Neural Computation
Volume
14
Issue
3
Copyright Statement
© 2002 Massachusetts Institute of Technology
Identifier
http://dx.doi.org/10.1162/089976602317250870
Publication Status
Published
Date Publish Online
2002-03-01