Normalization and pooling in hierarchical models of natural images
LG Sanchez-Giraldo, MNU Laskar… - Current opinion in …, 2019 - Elsevier
Highlights•Subunit pooling and normalization are building blocks of hierarchical cortical
models.•Image statistics models predict when normalization is recruited in primary …
models.•Image statistics models predict when normalization is recruited in primary …
[HTML][HTML] Deep neural networks capture texture sensitivity in V2
Deep convolutional neural networks (CNNs) trained on visual objects have shown intriguing
ability to predict some response properties of visual cortical neurons. However, the factors …
ability to predict some response properties of visual cortical neurons. However, the factors …
Correspondence of deep neural networks and the brain for visual textures
MNU Laskar, LGS Giraldo, O Schwartz - arXiv preprint arXiv:1806.02888, 2018 - arxiv.org
Deep convolutional neural networks (CNNs) trained on objects and scenes have shown
intriguing ability to predict some response properties of visual cortical neurons. However, the …
intriguing ability to predict some response properties of visual cortical neurons. However, the …