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

doi: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

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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ORCID record for Tiago Marques

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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ORCID record for Martin Schrimpf

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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