Convergent evolution of face spaces across human face-selective neuronal groups and deep convolutional networks

Deep convolutional neural networks (DCNNs) are able to identify faces on par with humans. Here, the authors record neuronal activity from higher visual areas in humans and show that face-selective responses in the brain show similarity to those in the intermediate layers of the DCNN.

Guardado en:
Detalles Bibliográficos
Autores principales: Shany Grossman, Guy Gaziv, Erin M. Yeagle, Michal Harel, Pierre Mégevand, David M. Groppe, Simon Khuvis, Jose L. Herrero, Michal Irani, Ashesh D. Mehta, Rafael Malach
Formato: article
Lenguaje:EN
Publicado: Nature Portfolio 2019
Materias:
Q
Acceso en línea:https://doaj.org/article/e98fc9d58d49400dacc21b3515cf7cb8
Etiquetas: Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
id oai:doaj.org-article:e98fc9d58d49400dacc21b3515cf7cb8
record_format dspace
spelling oai:doaj.org-article:e98fc9d58d49400dacc21b3515cf7cb82021-12-02T14:38:59ZConvergent evolution of face spaces across human face-selective neuronal groups and deep convolutional networks10.1038/s41467-019-12623-62041-1723https://doaj.org/article/e98fc9d58d49400dacc21b3515cf7cb82019-10-01T00:00:00Zhttps://doi.org/10.1038/s41467-019-12623-6https://doaj.org/toc/2041-1723Deep convolutional neural networks (DCNNs) are able to identify faces on par with humans. Here, the authors record neuronal activity from higher visual areas in humans and show that face-selective responses in the brain show similarity to those in the intermediate layers of the DCNN.Shany GrossmanGuy GazivErin M. YeagleMichal HarelPierre MégevandDavid M. GroppeSimon KhuvisJose L. HerreroMichal IraniAshesh D. MehtaRafael MalachNature PortfolioarticleScienceQENNature Communications, Vol 10, Iss 1, Pp 1-13 (2019)
institution DOAJ
collection DOAJ
language EN
topic Science
Q
spellingShingle Science
Q
Shany Grossman
Guy Gaziv
Erin M. Yeagle
Michal Harel
Pierre Mégevand
David M. Groppe
Simon Khuvis
Jose L. Herrero
Michal Irani
Ashesh D. Mehta
Rafael Malach
Convergent evolution of face spaces across human face-selective neuronal groups and deep convolutional networks
description Deep convolutional neural networks (DCNNs) are able to identify faces on par with humans. Here, the authors record neuronal activity from higher visual areas in humans and show that face-selective responses in the brain show similarity to those in the intermediate layers of the DCNN.
format article
author Shany Grossman
Guy Gaziv
Erin M. Yeagle
Michal Harel
Pierre Mégevand
David M. Groppe
Simon Khuvis
Jose L. Herrero
Michal Irani
Ashesh D. Mehta
Rafael Malach
author_facet Shany Grossman
Guy Gaziv
Erin M. Yeagle
Michal Harel
Pierre Mégevand
David M. Groppe
Simon Khuvis
Jose L. Herrero
Michal Irani
Ashesh D. Mehta
Rafael Malach
author_sort Shany Grossman
title Convergent evolution of face spaces across human face-selective neuronal groups and deep convolutional networks
title_short Convergent evolution of face spaces across human face-selective neuronal groups and deep convolutional networks
title_full Convergent evolution of face spaces across human face-selective neuronal groups and deep convolutional networks
title_fullStr Convergent evolution of face spaces across human face-selective neuronal groups and deep convolutional networks
title_full_unstemmed Convergent evolution of face spaces across human face-selective neuronal groups and deep convolutional networks
title_sort convergent evolution of face spaces across human face-selective neuronal groups and deep convolutional networks
publisher Nature Portfolio
publishDate 2019
url https://doaj.org/article/e98fc9d58d49400dacc21b3515cf7cb8
work_keys_str_mv AT shanygrossman convergentevolutionoffacespacesacrosshumanfaceselectiveneuronalgroupsanddeepconvolutionalnetworks
AT guygaziv convergentevolutionoffacespacesacrosshumanfaceselectiveneuronalgroupsanddeepconvolutionalnetworks
AT erinmyeagle convergentevolutionoffacespacesacrosshumanfaceselectiveneuronalgroupsanddeepconvolutionalnetworks
AT michalharel convergentevolutionoffacespacesacrosshumanfaceselectiveneuronalgroupsanddeepconvolutionalnetworks
AT pierremegevand convergentevolutionoffacespacesacrosshumanfaceselectiveneuronalgroupsanddeepconvolutionalnetworks
AT davidmgroppe convergentevolutionoffacespacesacrosshumanfaceselectiveneuronalgroupsanddeepconvolutionalnetworks
AT simonkhuvis convergentevolutionoffacespacesacrosshumanfaceselectiveneuronalgroupsanddeepconvolutionalnetworks
AT joselherrero convergentevolutionoffacespacesacrosshumanfaceselectiveneuronalgroupsanddeepconvolutionalnetworks
AT michalirani convergentevolutionoffacespacesacrosshumanfaceselectiveneuronalgroupsanddeepconvolutionalnetworks
AT asheshdmehta convergentevolutionoffacespacesacrosshumanfaceselectiveneuronalgroupsanddeepconvolutionalnetworks
AT rafaelmalach convergentevolutionoffacespacesacrosshumanfaceselectiveneuronalgroupsanddeepconvolutionalnetworks
_version_ 1718390805498953728