Skip to main content
bioRxiv
  • Home
  • About
  • Submit
  • ALERTS / RSS
Advanced Search
New Results

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
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • 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
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Tiago Marques
  • For correspondence: tmarques@mit.edu
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
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • 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
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
David D. Cox
8MIT-IBM Watson AI Lab
3School of Engineering and Applied Sciences, Harvard University, Cambridge, MA02139
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • 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
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for James J. DiCarlo
  • Abstract
  • Full Text
  • Info/History
  • Metrics
  • Preview PDF
Loading

Article Information

doi 
https://doi.org/10.1101/2020.06.16.154542
History 
  • June 17, 2020.

Article Versions

  • You are currently viewing Version 1 of this article (June 17, 2020 - 02:02).
  • View Version 2, the most recent version of this article.
Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY 4.0 International license.

Author Information

  1. Joel Dapello*,1,2,3,
  2. Tiago Marques*,1,2,4,†,
  3. Martin Schrimpf1,2,4,
  4. Franziska Geiger2,5,6,7,
  5. David D. Cox8,3 and
  6. James J. DiCarlo1,2,4
  1. 1Department of Brain and Cognitive Sciences, MIT, Cambridge, MA02139
  2. 2McGovern Institute for Brain Research, MIT, Cambridge, MA02139
  3. 3School of Engineering and Applied Sciences, Harvard University, Cambridge, MA02139
  4. 4Center for Brains, Minds and Machines, MIT, Cambridge, MA02139
  5. 5University of Augsburg
  6. 6Ludwig Maximilian University
  7. 7Technical University of Munich
  8. 8MIT-IBM Watson AI Lab
  1. ↵†Corresponding author; email: tmarques{at}mit.edu
  1. ↵* Equal contribution

Back to top
PreviousNext
Posted June 17, 2020.
Download PDF
Email

Thank you for your interest in spreading the word about bioRxiv.

NOTE: Your email address is requested solely to identify you as the sender of this article.

Enter multiple addresses on separate lines or separate them with commas.
Simulating a Primary Visual Cortex at the Front of CNNs Improves Robustness to Image Perturbations
(Your Name) has forwarded a page to you from bioRxiv
(Your Name) thought you would like to see this page from the bioRxiv website.
CAPTCHA
This question is for testing whether or not you are a human visitor and to prevent automated spam submissions.
Share
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
Reddit logo Twitter logo Facebook logo LinkedIn logo Mendeley logo
Citation Tools
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

Citation Manager Formats

  • BibTeX
  • Bookends
  • EasyBib
  • EndNote (tagged)
  • EndNote 8 (xml)
  • Medlars
  • Mendeley
  • Papers
  • RefWorks Tagged
  • Ref Manager
  • RIS
  • Zotero
  • Tweet Widget
  • Facebook Like
  • Google Plus One

Subject Area

  • Neuroscience
Subject Areas
All Articles
  • Animal Behavior and Cognition (4237)
  • Biochemistry (9152)
  • Bioengineering (6790)
  • Bioinformatics (24037)
  • Biophysics (12142)
  • Cancer Biology (9550)
  • Cell Biology (13808)
  • Clinical Trials (138)
  • Developmental Biology (7650)
  • Ecology (11719)
  • Epidemiology (2066)
  • Evolutionary Biology (15522)
  • Genetics (10655)
  • Genomics (14337)
  • Immunology (9496)
  • Microbiology (22872)
  • Molecular Biology (9113)
  • Neuroscience (49072)
  • Paleontology (355)
  • Pathology (1485)
  • Pharmacology and Toxicology (2572)
  • Physiology (3851)
  • Plant Biology (8341)
  • Scientific Communication and Education (1473)
  • Synthetic Biology (2299)
  • Systems Biology (6199)
  • Zoology (1302)