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Simulating a Primary Visual Cortex at the Front of CNNs Improves Robustness to Image Perturbations

View ORCID ProfileJoel Dapello, View ORCID ProfileTiago Marques, View ORCID ProfileMartin Schrimpf, Franziska Geiger, View ORCID ProfileDavid D. Cox, View ORCID ProfileJames J. DiCarlo
doi: https://doi.org/10.1101/2020.06.16.154542
Joel Dapello
1Department of Brain and Cognitive Sciences, MIT, Cambridge, MA02139
2McGovern Institute for Brain Research, MIT, Cambridge, MA02139
3School of Engineering and Applied Sciences, Harvard University, Cambridge, MA02139
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  • ORCID record for Joel Dapello
Tiago Marques
1Department of Brain and Cognitive Sciences, MIT, Cambridge, MA02139
2McGovern Institute for Brain Research, MIT, Cambridge, MA02139
4Center for Brains, Minds and Machines, MIT, Cambridge, MA02139
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Martin Schrimpf
1Department of Brain and Cognitive Sciences, MIT, Cambridge, MA02139
2McGovern Institute for Brain Research, MIT, Cambridge, MA02139
4Center for Brains, Minds and Machines, MIT, Cambridge, MA02139
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Franziska Geiger
2McGovern Institute for Brain Research, MIT, Cambridge, MA02139
5University of Augsburg
6Ludwig Maximilian University
7Technical University of Munich
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David D. Cox
8MIT-IBM Watson AI Lab
3School of Engineering and Applied Sciences, Harvard University, Cambridge, MA02139
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  • ORCID record for David D. Cox
James J. DiCarlo
1Department of Brain and Cognitive Sciences, MIT, Cambridge, MA02139
2McGovern Institute for Brain Research, MIT, Cambridge, MA02139
4Center for Brains, Minds and Machines, MIT, Cambridge, MA02139
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  • ORCID record for James J. DiCarlo
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Posted October 22, 2020.
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Simulating a Primary Visual Cortex at the Front of CNNs Improves Robustness to Image Perturbations
Joel Dapello, Tiago Marques, Martin Schrimpf, Franziska Geiger, David D. Cox, James J. DiCarlo
bioRxiv 2020.06.16.154542; doi: https://doi.org/10.1101/2020.06.16.154542
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Simulating a Primary Visual Cortex at the Front of CNNs Improves Robustness to Image Perturbations
Joel Dapello, Tiago Marques, Martin Schrimpf, Franziska Geiger, David D. Cox, James J. DiCarlo
bioRxiv 2020.06.16.154542; doi: https://doi.org/10.1101/2020.06.16.154542

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