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The Journal of Neuroscience, December 15, 2002, 22(24):10811-10818
Isolation of Relevant Visual Features from Random Stimuli for
Cortical Complex Cells
Jon
Touryan1,
Brian
Lau2, and
Yang
Dan1, 2
1 Group in Vision Science, University of California,
Berkeley, California 94720, and 2 Division of Neurobiology,
Department of Molecular and Cell Biology, University of California,
Berkeley, California 94720-3200
A crucial step in understanding the function of a neural circuit in
visual processing is to know what stimulus features are represented in
the spiking activity of the neurons. For neurons with complex,
nonlinear response properties, characterization of feature
representation requires measurement of their responses to a large
ensemble of visual stimuli and an analysis technique that allows
identification of relevant features in the stimuli. In the present
study, we recorded the responses of complex cells in the primary visual
cortex of the cat to spatiotemporal random-bar stimuli and applied
spike-triggered correlation analysis of the stimulus ensemble. For each
complex cell, we were able to isolate a small number of relevant
features from a large number of null features in the random-bar
stimuli. Using these features as visual stimuli, we found that each
relevant feature excited the neuron effectively in isolation and
contributed to the response additively when combined with other
features. In contrast, the null features evoked little or no response
in isolation and divisively suppressed the responses to relevant
features. Thus, for each cortical complex cell, visual inputs can be
decomposed into two distinct types of features (relevant and null), and
additive and divisive interactions between these features may
constitute the basic operations in visual cortical processing.
Key words:
complex cell; primary visual cortex; Wiener kernel; principal component analysis; spatiotemporal; nonlinear
Copyright © 2002 Society for Neuroscience 0270-6474/02/222410811-08$05.00/0
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