Beyond ℓ1 sparse coding in V1.

Growing evidence indicates that only a sparse subset from a pool of sensory neurons is active for the encoding of visual stimuli at any instant in time. Traditionally, to replicate such biological sparsity, generative models have been using the ℓ1 norm as a penalty due to its convexity, which makes...

Full description

Bibliographic Details
Main Authors: Ilias Rentzeperis, Luca Calatroni, Laurent U Perrinet, Dario Prandi
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2023-09-01
Series:PLoS Computational Biology
Online Access:https://journals.plos.org/ploscompbiol/article/file?id=10.1371/journal.pcbi.1011459&type=printable