Unveiling functions of the visual cortex using task-specific deep neural networks

  • The human visual cortex enables visual perception through a cascade of hierarchical computations in cortical regions with distinct functionalities. Here, we introduce an AI-driven approach to discover the functional mapping of the visual cortex. We related human brain responses to scene images measured with functional MRI (fMRI) systematically to a diverse set of deep neural networks (DNNs) optimized to perform different scene perception tasks. We found a structured mapping between DNN tasks and brain regions along the ventral and dorsal visual streams. Low-level visual tasks mapped onto early brain regions, 3-dimensional scene perception tasks mapped onto the dorsal stream, and semantic tasks mapped onto the ventral stream. This mapping was of high fidelity, with more than 60% of the explainable variance in nine key regions being explained. Together, our results provide a novel functional mapping of the human visual cortex and demonstrate the power of the computational approach.

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Metadaten
Author:Kshitij DwivediORCiDGND, Michael F. BonnerORCiD, Radoslaw Martin CichyORCiDGND, Gemma Roig NogueraORCiDGND
URN:urn:nbn:de:hebis:30:3-729017
DOI:https://doi.org/10.1101/2020.11.27.401380
Parent Title (English):bioRxiv
Document Type:Preprint
Language:English
Date of Publication (online):2021/06/23
Date of first Publication:2021/06/23
Publishing Institution:Universit├Ątsbibliothek Johann Christian Senckenberg
Release Date:2023/03/27
Issue:2020.11.27.401380
Page Number:40
HeBIS-PPN:506728595
Institutes:Informatik und Mathematik / Informatik
Dewey Decimal Classification:0 Informatik, Informationswissenschaft, allgemeine Werke / 00 Informatik, Wissen, Systeme / 004 Datenverarbeitung; Informatik
6 Technik, Medizin, angewandte Wissenschaften / 61 Medizin und Gesundheit / 610 Medizin und Gesundheit
Sammlungen:Universit├Ątspublikationen
Licence (German):License LogoCreative Commons - CC BY-NC - Namensnennung - Nicht kommerziell 4.0 International