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.
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Nature Portfolio
2019
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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) |
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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 |
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