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Visual representations are dominated by intrinsic fluctuations correlated between areas.
Henriksson, Linda; Khaligh-Razavi, Seyed-Mahdi; Kay, Kendrick; Kriegeskorte, Nikolaus.
Afiliação
  • Henriksson L; MRC Cognition and Brain Sciences Unit, Cambridge CB2 7EF, UK; Brain Research Unit, Department of Neuroscience and Biomedical Engineering, Aalto University, 02150 Espoo, Finland. Electronic address: linda.henriksson@aalto.fi.
  • Khaligh-Razavi SM; MRC Cognition and Brain Sciences Unit, Cambridge CB2 7EF, UK; Computer Science & Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, MA 02139, USA.
  • Kay K; Department of Psychology, Washington University in St. Louis, St. Louis, MO 63130, USA.
  • Kriegeskorte N; MRC Cognition and Brain Sciences Unit, Cambridge CB2 7EF, UK.
Neuroimage ; 114: 275-86, 2015 Jul 01.
Article em En | MEDLINE | ID: mdl-25896934
ABSTRACT
Intrinsic cortical dynamics are thought to underlie trial-to-trial variability of visually evoked responses in animal models. Understanding their function in the context of sensory processing and representation is a major current challenge. Here we report that intrinsic cortical dynamics strongly affect the representational geometry of a brain region, as reflected in response-pattern dissimilarities, and exaggerate the similarity of representations between brain regions. We characterized the representations in several human visual areas by representational dissimilarity matrices (RDMs) constructed from fMRI response-patterns for natural image stimuli. The RDMs of different visual areas were highly similar when the response-patterns were estimated on the basis of the same trials (sharing intrinsic cortical dynamics), and quite distinct when patterns were estimated on the basis of separate trials (sharing only the stimulus-driven component). We show that the greater similarity of the representational geometries can be explained by coherent fluctuations of regional-mean activation within visual cortex, reflecting intrinsic dynamics. Using separate trials to study stimulus-driven representations revealed clearer distinctions between the representational geometries a Gabor wavelet pyramid model explained representational geometry in visual areas V1-3 and a categorical animate-inanimate model in the object-responsive lateral occipital cortex.
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Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Córtex Visual / Percepção Visual / Mapeamento Encefálico / Imageamento por Ressonância Magnética Limite: Humans Idioma: En Revista: Neuroimage Assunto da revista: DIAGNOSTICO POR IMAGEM Ano de publicação: 2015 Tipo de documento: Article

Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Córtex Visual / Percepção Visual / Mapeamento Encefálico / Imageamento por Ressonância Magnética Limite: Humans Idioma: En Revista: Neuroimage Assunto da revista: DIAGNOSTICO POR IMAGEM Ano de publicação: 2015 Tipo de documento: Article