Predictive coding of natural images by V1 firing rates and rhythmic synchronization.
V1
beta oscillations
deep neural networks
gamma oscillations
gamma synchronization
predictive coding
primate
surround suppression
Journal
Neuron
ISSN: 1097-4199
Titre abrégé: Neuron
Pays: United States
ID NLM: 8809320
Informations de publication
Date de publication:
06 04 2022
06 04 2022
Historique:
received:
14
05
2021
revised:
22
11
2021
accepted:
04
01
2022
pubmed:
6
2
2022
medline:
12
4
2022
entrez:
5
2
2022
Statut:
ppublish
Résumé
Predictive coding is an important candidate theory of self-supervised learning in the brain. Its central idea is that sensory responses result from comparisons between bottom-up inputs and contextual predictions, a process in which rates and synchronization may play distinct roles. We recorded from awake macaque V1 and developed a technique to quantify stimulus predictability for natural images based on self-supervised, generative neural networks. We find that neuronal firing rates were mainly modulated by the contextual predictability of higher-order image features, which correlated strongly with human perceptual similarity judgments. By contrast, V1 gamma (γ)-synchronization increased monotonically with the contextual predictability of low-level image features and emerged exclusively for larger stimuli. Consequently, γ-synchronization was induced by natural images that are highly compressible and low-dimensional. Natural stimuli with low predictability induced prominent, late-onset beta (β)-synchronization, likely reflecting cortical feedback. Our findings reveal distinct roles of synchronization and firing rates in the predictive coding of natural images.
Identifiants
pubmed: 35120628
pii: S0896-6273(22)00002-2
doi: 10.1016/j.neuron.2022.01.002
pmc: PMC8992798
pii:
doi:
Types de publication
Journal Article
Research Support, Non-U.S. Gov't
Langues
eng
Sous-ensembles de citation
IM
Pagination
1240-1257.e8Commentaires et corrections
Type : ErratumIn
Informations de copyright
Copyright © 2022 The Authors. Published by Elsevier Inc. All rights reserved.
Déclaration de conflit d'intérêts
Declaration of interests P.F. has a patent on thin-film electrodes and is beneficiary of a respective license contract with Blackrock Microsystems (Salt Lake City, UT, USA). P.F. is a member of the Scientific Technical Advisory Board of CorTec (Freiburg, Germany) and is managing director of Brain Science (Frankfurt am Main, Germany).
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