A quadratic model captures the human V1 response to variations in chromatic direction and contrast

An important goal for vision science is to develop quantitative models of the representation of visual signals at post-receptoral sites. To this end, we develop the quadratic color model (QCM) and examine its ability to account for the BOLD fMRI response in human V1 to spatially uniform, temporal ch...

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Main Authors: Michael A Barnett, Geoffrey K Aguirre, David Brainard
Format: Article
Language:English
Published: eLife Sciences Publications Ltd 2021-08-01
Series:eLife
Subjects:
Online Access:https://elifesciences.org/articles/65590
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author Michael A Barnett
Geoffrey K Aguirre
David Brainard
author_facet Michael A Barnett
Geoffrey K Aguirre
David Brainard
author_sort Michael A Barnett
collection DOAJ
description An important goal for vision science is to develop quantitative models of the representation of visual signals at post-receptoral sites. To this end, we develop the quadratic color model (QCM) and examine its ability to account for the BOLD fMRI response in human V1 to spatially uniform, temporal chromatic modulations that systematically vary in chromatic direction and contrast. We find that the QCM explains the same, cross-validated variance as a conventional general linear model, with far fewer free parameters. The QCM generalizes to allow prediction of V1 responses to a large range of modulations. We replicate the results for each subject and find good agreement across both replications and subjects. We find that within the LM cone contrast plane, V1 is most sensitive to L-M contrast modulations and least sensitive to L+M contrast modulations. Within V1, we observe little to no change in chromatic sensitivity as a function of eccentricity.
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spelling doaj.art-6cee8d46d5cf4371b372d65c6fcfad102022-12-22T03:24:28ZengeLife Sciences Publications LtdeLife2050-084X2021-08-011010.7554/eLife.65590A quadratic model captures the human V1 response to variations in chromatic direction and contrastMichael A Barnett0https://orcid.org/0000-0002-8355-4601Geoffrey K Aguirre1https://orcid.org/0000-0002-4028-3100David Brainard2https://orcid.org/0000-0001-9827-543XDepartment of Psychology, University of Pennsylvania, Philadelphia, United StatesDepartment of Neurology, University of Pennsylvania, Philadelphia, United StatesDepartment of Psychology, University of Pennsylvania, Philadelphia, United StatesAn important goal for vision science is to develop quantitative models of the representation of visual signals at post-receptoral sites. To this end, we develop the quadratic color model (QCM) and examine its ability to account for the BOLD fMRI response in human V1 to spatially uniform, temporal chromatic modulations that systematically vary in chromatic direction and contrast. We find that the QCM explains the same, cross-validated variance as a conventional general linear model, with far fewer free parameters. The QCM generalizes to allow prediction of V1 responses to a large range of modulations. We replicate the results for each subject and find good agreement across both replications and subjects. We find that within the LM cone contrast plane, V1 is most sensitive to L-M contrast modulations and least sensitive to L+M contrast modulations. Within V1, we observe little to no change in chromatic sensitivity as a function of eccentricity.https://elifesciences.org/articles/65590color visionfMRIV1isoresponse contourforward modelcontrast response function
spellingShingle Michael A Barnett
Geoffrey K Aguirre
David Brainard
A quadratic model captures the human V1 response to variations in chromatic direction and contrast
eLife
color vision
fMRI
V1
isoresponse contour
forward model
contrast response function
title A quadratic model captures the human V1 response to variations in chromatic direction and contrast
title_full A quadratic model captures the human V1 response to variations in chromatic direction and contrast
title_fullStr A quadratic model captures the human V1 response to variations in chromatic direction and contrast
title_full_unstemmed A quadratic model captures the human V1 response to variations in chromatic direction and contrast
title_short A quadratic model captures the human V1 response to variations in chromatic direction and contrast
title_sort quadratic model captures the human v1 response to variations in chromatic direction and contrast
topic color vision
fMRI
V1
isoresponse contour
forward model
contrast response function
url https://elifesciences.org/articles/65590
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