[HTML][HTML] PDE-based group equivariant convolutional neural networks

BMN Smets, J Portegies, EJ Bekkers… - Journal of Mathematical …, 2023 - Springer
We present a PDE-based framework that generalizes Group equivariant Convolutional
Neural Networks (G-CNNs). In this framework, a network layer is seen as a set of PDE …

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

M Bertalmío, L Calatroni, V Franceschi… - Journal of …, 2020 - journals.physiology.org
We reproduce suprathreshold perception phenomena, specifically visual illusions, by Wilson–
Cowan (WC)-type models of neuronal dynamics. Our findings show that the ability to …

Cortical-inspired Wilson–Cowan-type equations for orientation-dependent contrast perception modelling

M Bertalmio, L Calatroni, V Franceschi… - Journal of Mathematical …, 2021 - Springer
We consider the evolution model proposed in Bertalmío (Front Comput Neurosci 8: 71,
2014), Bertalmío et al.(IEEE Trans Image Process 16 (4): 1058–1072, 2007) to describe …

Recent geometric flows in multi-orientation image processing via a Cartan connection

R Duits, BMN Smets, AJ Wemmenhove… - … of Mathematical Models …, 2021 - Springer
Applications of geometric flows to multi-orientation image processing require the choice of
an (affine) connection on the Lie group G of roto-translations. Typical choices of such …

[HTML][HTML] Total variation and mean curvature PDEs on the homogeneous space of positions and orientations

BMN Smets, J Portegies, E St-Onge, R Duits - Journal of Mathematical …, 2021 - Springer
Two key ideas have greatly improved techniques for image enhancement and denoising:
the lifting of image data to multi-orientation distributions and the application of nonlinear …

[HTML][HTML] A bio-inspired geometric model for sound reconstruction

U Boscain, D Prandi, L Sacchelli, G Turco - The Journal of Mathematical …, 2021 - Springer
The reconstruction mechanisms built by the human auditory system during sound
reconstruction are still a matter of debate. The purpose of this study is to propose a …

[HTML][HTML] A cortical-inspired sub-Riemannian model for Poggendorff-type visual illusions

E Baspinar, L Calatroni, V Franceschi, D Prandi - Journal of Imaging, 2021 - mdpi.com
We consider Wilson-Cowan-type models for the mathematical description of orientation-
dependent Poggendorff-like illusions. Our modelling improves two previously proposed …

On Objectivity and Meaning in Mathematics

B Teissier - Morphology, Neurogeometry, Semiotics: A Festschrift in …, 2024 - Springer
In a first part, I shall explore the consequences of distinguishing the foundations of meaning
and the foundations of truth in mathematical statements, or imagination and rigor as motors …

Cortical Functional architectures as contact and sub-Riemannian geometry

G Citti, A Sarti - Morphology, Neurogeometry, Semiotics: A Festschrift in …, 2024 - Springer
In the paper (Sarti et al. in Biol Cyb 98: 33–48, 2008), Jean Petitot together with the authors
of the present paper describe the functional geometry of the visual cortex as the …

[PDF][PDF] Analysis and Geometric Interpretation of PDE-G-CNNs

DLJ Bon - 2022 - research.tue.nl
Convolutional Neural Networks (CNNs) have been extensively researched and used in
recent years. Ever since LeCun et al. showed how successful CNNs can be on real world …