motion integration and segmentation within and across apertures
Stephen Grossberg
steve at cns.bu.edu
Thu Jul 19 22:28:45 EDT 2001
The following article is now available at
http://www.cns.bu.edu/Profiles/Grossberg in HTML, PDF, and Gzipped
Postscript.
Grossberg, S., Mingolla, E., and Viswanathan, L.
Neural Dynamics of Motion Integration and Segmentation Within and
Across Apertures
Vision Research, in press.
Abstract
A neural model is developed of how motion integration and
segmentation processes, both within and across apertures, compute
global motion percepts. Figure-ground properties, such as occlusion,
influence which motion signals determine the percept. For visible
apertures, a line's terminators do not specify true line motion. For
invisible apertures, a line's intrinsic terminators create veridical
feature tracking signals. Sparse feature tracking signals can be
amplified before they propagate across position and are integrated
with ambiguous motion signals within line interiors. This integration
process determines the global percept. It is the result of several
processing stages: Directional transient cells respond to image
transients and input to a directional short-range filter that
selectively boosts feature tracking signals with the help of
competitive signals. Then a long-range filter inputs to directional
cells that pool signals over multiple orientations, opposite contrast
polarities, and depths. This all happens no later than cortical area
MT. The directional cells activate a directional grouping network,
proposed to occur within cortical area MST, within which directions
compete to determine a local winner. Enhanced feature tracking
signals typically win over ambiguous motion signals. Model MST cells
which encode the winning direction feed back to model MT cells, where
they boost directionally consistent cell activities and suppress
inconsistent activities over the spatial region to which they
project. This feedback accomplishes directional and depthful motion
capture within that region. Model simulations include the barberpole
illusion, motion capture, the spotted barberpole, the triple
barberpole, the occluded translating square illusion, motion
transparency and the chopsticks illusion. Qualitative explanations of
illusory contours from translating terminators and plaid adaptation
are also given.
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