7 citations · 14 across the 2 of their papers we have counts for
4 papers
Emergence of Lie symmetries in functional architectures learned by CNNs
Federico Bertoni, Noemi Montobbio, Alessandro Sarti +1
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…
KerCNNs: biologically inspired lateral connections for classification of corrupted images
Noemi Montobbio, Laurent Bonnasse-Gahot, Giovanna Citti +1
The state of the art in many computer vision tasks is represented by Convolutional Neural Networks (CNNs). Although their hierarchical organization and local feature extraction are…
A metric model for the functional architecture of the visual cortex
Noemi Montobbio, Alessandro Sarti, Giovanna Citti
The purpose of this work is to construct a model for the functional architecture of the primary visual cortex (V1), based on a structure of metric measure space induced by the unde…
From receptive profiles to a metric model of V1
Noemi Montobbio, Giovanna Citti, Alessandro Sarti
In this work we show how to construct connectivity kernels induced by the receptive profiles of simple cells of the primary visual cortex (V1). These kernels are directly defined b…