Qualitative similarities and differences in visual object representations between brains and deep networks

Deep neural networks are widely considered as good models for biological vision. Here, we describe several qualitative similarities and differences in object representations between brains and deep networks that elucidate when deep networks can be considered good models for biological vision and how...

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Autores principales:	Georgin Jacob, R. T. Pramod, Harish Katti, S. P. Arun
Formato:	article
Lenguaje:	EN
Publicado:	Nature Portfolio 2021
Materias:	Science Q
Acceso en línea:	https://doaj.org/article/7cd522eabc00490c92594ee4a265578b
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spelling	oai:doaj.org-article:7cd522eabc00490c92594ee4a265578b2021-12-02T13:24:22ZQualitative similarities and differences in visual object representations between brains and deep networks10.1038/s41467-021-22078-32041-1723https://doaj.org/article/7cd522eabc00490c92594ee4a265578b2021-03-01T00:00:00Zhttps://doi.org/10.1038/s41467-021-22078-3https://doaj.org/toc/2041-1723Deep neural networks are widely considered as good models for biological vision. Here, we describe several qualitative similarities and differences in object representations between brains and deep networks that elucidate when deep networks can be considered good models for biological vision and how they can be improved.Georgin JacobR. T. PramodHarish KattiS. P. ArunNature PortfolioarticleScienceQENNature Communications, Vol 12, Iss 1, Pp 1-14 (2021)
institution	DOAJ
collection	DOAJ
language	EN
topic	Science Q
spellingShingle	Science Q Georgin Jacob R. T. Pramod Harish Katti S. P. Arun Qualitative similarities and differences in visual object representations between brains and deep networks
description	Deep neural networks are widely considered as good models for biological vision. Here, we describe several qualitative similarities and differences in object representations between brains and deep networks that elucidate when deep networks can be considered good models for biological vision and how they can be improved.
format	article
author	Georgin Jacob R. T. Pramod Harish Katti S. P. Arun
author_facet	Georgin Jacob R. T. Pramod Harish Katti S. P. Arun
author_sort	Georgin Jacob
title	Qualitative similarities and differences in visual object representations between brains and deep networks
title_short	Qualitative similarities and differences in visual object representations between brains and deep networks
title_full	Qualitative similarities and differences in visual object representations between brains and deep networks
title_fullStr	Qualitative similarities and differences in visual object representations between brains and deep networks
title_full_unstemmed	Qualitative similarities and differences in visual object representations between brains and deep networks
title_sort	qualitative similarities and differences in visual object representations between brains and deep networks
publisher	Nature Portfolio
publishDate	2021
url	https://doaj.org/article/7cd522eabc00490c92594ee4a265578b
work_keys_str_mv	AT georginjacob qualitativesimilaritiesanddifferencesinvisualobjectrepresentationsbetweenbrainsanddeepnetworks AT rtpramod qualitativesimilaritiesanddifferencesinvisualobjectrepresentationsbetweenbrainsanddeepnetworks AT harishkatti qualitativesimilaritiesanddifferencesinvisualobjectrepresentationsbetweenbrainsanddeepnetworks AT sparun qualitativesimilaritiesanddifferencesinvisualobjectrepresentationsbetweenbrainsanddeepnetworks
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Qualitative similarities and differences in visual object representations between brains and deep networks

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