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Emergence of Lie Symmetries in Functional Architectures Learned by CNNs

In this paper we study the spontaneous development of symmetries in the early layers of a Convolutional Neural Network (CNN) during learning on natural images. Our architecture is built in such a way to mimic some properties of the early stages of biological visual systems. In particular, it contain...

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Detalles Bibliográficos
Autores principales: Bertoni, Federico, Montobbio, Noemi, Sarti, Alessandro, Citti, Giovanna
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8645966/
https://www.ncbi.nlm.nih.gov/pubmed/34880740
http://dx.doi.org/10.3389/fncom.2021.694505