Bifurcation study of a neural field competition model with an application to perceptual switching in motion integration

Perceptual multistability is a phenomenon in which alternate interpretations of a fixed stimulus are perceived intermittently. Although correlates between activity in specific cortical areas and perception have been found, the complex patterns of activity and the underlying mechanisms that gate mult...

Full description

Bibliographic Details
Main Authors: Rankin, J., Meso, A. I., Masson, G. S., Faugeras, O., Kornprobst, P.
Format: Online
Language:English
Published: Springer US 2013
Online Access:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3950608/
id pubmed-3950608
recordtype oai_dc
spelling pubmed-39506082014-03-20 Bifurcation study of a neural field competition model with an application to perceptual switching in motion integration Rankin, J. Meso, A. I. Masson, G. S. Faugeras, O. Kornprobst, P. Article Perceptual multistability is a phenomenon in which alternate interpretations of a fixed stimulus are perceived intermittently. Although correlates between activity in specific cortical areas and perception have been found, the complex patterns of activity and the underlying mechanisms that gate multistable perception are little understood. Here, we present a neural field competition model in which competing states are represented in a continuous feature space. Bifurcation analysis is used to describe the different types of complex spatio-temporal dynamics produced by the model in terms of several parameters and for different inputs. The dynamics of the model was then compared to human perception investigated psychophysically during long presentations of an ambiguous, multistable motion pattern known as the barberpole illusion. In order to do this, the model is operated in a parameter range where known physiological response properties are reproduced whilst also working close to bifurcation. The model accounts for characteristic behaviour from the psychophysical experiments in terms of the type of switching observed and changes in the rate of switching with respect to contrast. In this way, the modelling study sheds light on the underlying mechanisms that drive perceptual switching in different contrast regimes. The general approach presented is applicable to a broad range of perceptual competition problems in which spatial interactions play a role. Springer US 2013-09-07 2014 /pmc/articles/PMC3950608/ /pubmed/24014258 http://dx.doi.org/10.1007/s10827-013-0465-5 Text en © The Author(s) 2013 Open AccessThis article is distributed under the terms of the Creative Commons Attribution License which permits any use, distribution, and reproduction in any medium, provided the original author(s) and the source are credited.
repository_type Open Access Journal
institution_category Foreign Institution
institution US National Center for Biotechnology Information
building NCBI PubMed
collection Online Access
language English
format Online
author Rankin, J.
Meso, A. I.
Masson, G. S.
Faugeras, O.
Kornprobst, P.
spellingShingle Rankin, J.
Meso, A. I.
Masson, G. S.
Faugeras, O.
Kornprobst, P.
Bifurcation study of a neural field competition model with an application to perceptual switching in motion integration
author_facet Rankin, J.
Meso, A. I.
Masson, G. S.
Faugeras, O.
Kornprobst, P.
author_sort Rankin, J.
title Bifurcation study of a neural field competition model with an application to perceptual switching in motion integration
title_short Bifurcation study of a neural field competition model with an application to perceptual switching in motion integration
title_full Bifurcation study of a neural field competition model with an application to perceptual switching in motion integration
title_fullStr Bifurcation study of a neural field competition model with an application to perceptual switching in motion integration
title_full_unstemmed Bifurcation study of a neural field competition model with an application to perceptual switching in motion integration
title_sort bifurcation study of a neural field competition model with an application to perceptual switching in motion integration
description Perceptual multistability is a phenomenon in which alternate interpretations of a fixed stimulus are perceived intermittently. Although correlates between activity in specific cortical areas and perception have been found, the complex patterns of activity and the underlying mechanisms that gate multistable perception are little understood. Here, we present a neural field competition model in which competing states are represented in a continuous feature space. Bifurcation analysis is used to describe the different types of complex spatio-temporal dynamics produced by the model in terms of several parameters and for different inputs. The dynamics of the model was then compared to human perception investigated psychophysically during long presentations of an ambiguous, multistable motion pattern known as the barberpole illusion. In order to do this, the model is operated in a parameter range where known physiological response properties are reproduced whilst also working close to bifurcation. The model accounts for characteristic behaviour from the psychophysical experiments in terms of the type of switching observed and changes in the rate of switching with respect to contrast. In this way, the modelling study sheds light on the underlying mechanisms that drive perceptual switching in different contrast regimes. The general approach presented is applicable to a broad range of perceptual competition problems in which spatial interactions play a role.
publisher Springer US
publishDate 2013
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3950608/
_version_ 1612066664040366080