neural model of horizontal and interlaminar cortical development and adult perceptual grouping
Stephen Grossberg
steve at cns.bu.edu
Fri Aug 18 18:53:33 EDT 2000
The following article can be accessed at
http://www.cns.bu.edu/Profiles/Grossberg
Paper copies can also be gotten by writing Mr. Robin Amos, Department of
Cognitive and Neural Systems, Boston University, 677 Beacon Street, Boston,
MA 02215 or amos at cns.bu.ed
Grossberg S. and Williamson J. R. (2000). A neural model of how horizontal
and interlaminar connections of visual cortex develop into adult circuits
that carry out perceptual grouping and learning. Cerebral cortex, in press.
The paper is available in PDF format GroWil00.pdf, or in Gzipped postscript
format GroWil00.ps.gz.
ABSTRACT: A neural model suggests how horizontal and interlaminar
connections in visual cortical areas V1 and V2 develop within a
laminar cortical architecture and give rise to adult visual percepts. The
model suggests how mechanisms that control cortical
development in the infant lead to properties of adult cortical anatomy,
neurophysiology, and visual perception. The model clarifies how
excitatory and inhibitory connections can develop stably by maintaining a
balance between excitation and inhibition. The growth of long-range
excitatory horizontal connections between layer 2/3 pyramidal cells is
balanced against that of short-range disynaptic interneuronal connections.
The growth of excitatory on-center connections from layer 6-to-4 is
balanced against that of inhibitory interneuronal off-surround connections.
These balanced connections interact via intracortical and intercortical
feedback to realize properties of perceptual grouping, attention, and
perceptual learning in the adult, and help to explain the observed
variability in the number and temporal distribution of spikes emitted by
cortical neurons. The model replicates cortical point spread functions
and psychophysical data on the strength of real and illusory contours.
The on-center off-surround layer 6-to-4 circuit enables top-down
attentional signals from area V2 to modulate, or attentionally prime,
layer 4 cells in area V1 without fully activating them. This modulatory
circuit also enables adult perceptual learning within
cortical area V1 and V2 to proceed in a stable way.
More information about the Connectionists
mailing list