Visual illusions via neural dynamics: Wilson-Cowan-type models and the efficient representation principle.

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Etat: Public
Version: Final published version
Licence: Tous droits réservés
ID Serval
serval:BIB_489E7A50A3E5
Type
Article: article d'un périodique ou d'un magazine.
Collection
Publications
Institution
Titre
Visual illusions via neural dynamics: Wilson-Cowan-type models and the efficient representation principle.
Périodique
Journal of neurophysiology
Auteur⸱e⸱s
Bertalmío M., Calatroni L., Franceschi V., Franceschiello B., Gomez Villa A., Prandi D.
ISSN
1522-1598 (Electronic)
ISSN-L
0022-3077
Statut éditorial
Publié
Date de publication
01/05/2020
Peer-reviewed
Oui
Volume
123
Numéro
5
Pages
1606-1618
Langue
anglais
Notes
Publication types: Journal Article
Publication Status: ppublish
Résumé
We reproduce suprathreshold perception phenomena, specifically visual illusions, by Wilson-Cowan (WC)-type models of neuronal dynamics. Our findings show that the ability to replicate the illusions considered is related to how well the neural activity equations comply with the efficient representation principle. Our first contribution consists in showing that the WC equations can reproduce a number of brightness and orientation-dependent illusions. Then we formally prove that there cannot be an energy functional that the WC dynamics are minimizing. This leads us to consider an alternative, variational modeling, which has been previously employed for local histogram equalization (LHE) tasks. To adapt our model to the architecture of V1, we perform an extension that has an explicit dependence on local image orientation. Finally, we report several numerical experiments showing that LHE provides a better reproduction of visual illusions than the original WC formulation, and that its cortical extension is capable also to reproduce complex orientation-dependent illusions.NEW & NOTEWORTHY We show that the Wilson-Cowan equations can reproduce a number of brightness and orientation-dependent illusions. Then we formally prove that there cannot be an energy functional that the Wilson-Cowan equations are minimizing, making them suboptimal with respect to the efficient representation principle. We thus propose a slight modification that is consistent with such principle and show that this provides a better reproduction of visual illusions than the original Wilson-Cowan formulation. We also consider the cortical extension of both models to deal with more complex orientation-dependent illusions.
Mots-clé
Brightness perception, Efficient representation principle, Variational modelling, Wilson-Cowan equations, Wilson–Cowan equations, brightness perception, efficient representation principle, variational modeling
Pubmed
Création de la notice
14/03/2020 14:28
Dernière modification de la notice
03/05/2020 6:02
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