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Research ArticleResearch Article: New Research, Cognition and Behavior

Representational Content of Oscillatory Brain Activity during Object Recognition: Contrasting Cortical and Deep Neural Network Hierarchies

Leila Reddy, Radoslaw Martin Cichy and Rufin VanRullen
eNeuro 26 April 2021, 8 (3) ENEURO.0362-20.2021; DOI: https://doi.org/10.1523/ENEURO.0362-20.2021
Leila Reddy
1Artificial and Natural Intelligence Toulouse Institute, Université de Toulouse 3, Toulouse 31052, France
2Centre National de la Recherche Scientifique, Centre de Recherche Cerveau et Cognition (CerCo), Toulouse 31052, France
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Radoslaw Martin Cichy
3Department of Education and Psychology, Freie Universität Berlin, Berlin 14195, Germany
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Rufin VanRullen
1Artificial and Natural Intelligence Toulouse Institute, Université de Toulouse 3, Toulouse 31052, France
2Centre National de la Recherche Scientifique, Centre de Recherche Cerveau et Cognition (CerCo), Toulouse 31052, France
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Article Information

DOI 
https://doi.org/10.1523/ENEURO.0362-20.2021
PubMed 
33903182
Published By 
Society for Neuroscience
History 
  • Received August 19, 2020
  • Revision received April 14, 2021
  • Accepted April 15, 2021
  • Published online April 26, 2021.
Copyright & Usage 
Copyright © 2021 Reddy et al. This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International license, which permits unrestricted use, distribution and reproduction in any medium provided that the original work is properly attributed.

Author Information

  1. Leila Reddy1,2,
  2. Radoslaw Martin Cichy3 and
  3. Rufin VanRullen1,2
  1. 1Artificial and Natural Intelligence Toulouse Institute, Université de Toulouse 3, Toulouse 31052, France
  2. 2Centre National de la Recherche Scientifique, Centre de Recherche Cerveau et Cognition (CerCo), Toulouse 31052, France
  3. 3Department of Education and Psychology, Freie Universität Berlin, Berlin 14195, Germany
  1. Correspondence should be addressed to Leila Reddy at leila.reddy{at}cnrs.fr.
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Author contributions

  1. Author contributions: L.R., R.M.C., and R.V. designed research; R.M.C. performed research; R.M.C. and R.V. contributed unpublished reagents/analytic tools; L.R. analyzed data; L.R., R.M.C., and R.V. wrote the paper.

Disclosures

  • The authors declare no competing financial interests.

  • This work was supported by the European Research Council Consolidator Grant P-CYCLES 614244, the OSCI-DEEP Agence Nationale de la Recherche Grant ANR-19-NEUC-0004, and the Artificial and Natural Intelligence Toulouse Institute (ANITI) Grant ANR-19-PI3A-0004 (to R.V.); a NVIDIA Graphics Processing Unit (GPU) grant, Agence Nationale de la Recherche Grant Vis-Ex ANR-12-JSH2-0004, and Agence Nationale de la Recherche Grant AI-REPS ANR-18-CE37-0007-01 (to L.R.), and the Emmy Noether Grant CI241/1-1, Deutsche Forschungsgemeinschaft (DFG) grants (CI241/1-1, CI241/3-1) and a European Research Council Starting Grant (ERC-2018-StG) (to R.M.C.).

Funding

  • EC | European Research Council (ERC)

    P-CYCLES number 614244
  • Agence Nationale de la Recherche (ANR)

    ANITI ANR-19-PI3A-0004; Vis-Ex ANR-12-JSH2-0004; AI-REPS ANR-18-CE37-0007-01; OSCI-DEEP ANR-19-NEUC-0004
  • Nvidia

    GPU grant
  • Deutsche Forschungsgemeinschaft (DFG)

    Emmy Noether grant CI241/1-1

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eneuro: 8 (3)
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Representational Content of Oscillatory Brain Activity during Object Recognition: Contrasting Cortical and Deep Neural Network Hierarchies
Leila Reddy, Radoslaw Martin Cichy, Rufin VanRullen
eNeuro 26 April 2021, 8 (3) ENEURO.0362-20.2021; DOI: 10.1523/ENEURO.0362-20.2021

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Representational Content of Oscillatory Brain Activity during Object Recognition: Contrasting Cortical and Deep Neural Network Hierarchies
Leila Reddy, Radoslaw Martin Cichy, Rufin VanRullen
eNeuro 26 April 2021, 8 (3) ENEURO.0362-20.2021; DOI: 10.1523/ENEURO.0362-20.2021
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Keywords

  • brain oscillations
  • deep neural networks
  • fMRI
  • MEG
  • object recognition
  • representational similarity analysis

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