Giovanna Citti

Orcid: 0000-0003-2316-3315

According to our database1, Giovanna Citti authored at least 38 papers between 2004 and 2024.

Collaborative distances:
  • Dijkstra number2 of five.
  • Erdős number3 of four.

Timeline

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Bibliography

2024
The Cortical V1 Transform as a Heterogeneous Poisson Problem.
SIAM J. Imaging Sci., March, 2024

2023
Robust Neural Network Approach to System Identification in the High-Noise Regime.
Proceedings of the Learning and Intelligent Optimization - 17th International Conference, 2023

A Neurogeometric Stereo Model for Individuation of 3D Perceptual Units.
Proceedings of the Geometric Science of Information - 6th International Conference, 2023

2022
Functional architecture of M1 cells encoding movement direction.
J. Comput. Neurosci., August, 2022

LGN-CNN: A biologically inspired CNN architecture.
Neural Networks, 2022

Cortically Based Optimal Transport.
J. Math. Imaging Vis., 2022

2021
System identification through Lipschitz regularized deep neural networks.
J. Comput. Phys., 2021

Emergence of Lie Symmetries in Functional Architectures Learned by CNNs.
Frontiers Comput. Neurosci., 2021

A Neural Network Ensemble Approach to System Identification.
CoRR, 2021

A Sub-Riemannian Model of the Functional Architecture of M1 for Arm Movement Direction.
Proceedings of the Geometric Science of Information - 6th International Conference, 2021

Differential Operators Heterogenous in Orientation and Scale in the V<sub>1</sub> Cortex.
Proceedings of the Geometric Science of Information - 6th International Conference, 2021

Submanifolds of Fixed Degree in Graded Manifolds for Perceptual Completion.
Proceedings of the Geometric Science of Information - 5th International Conference, 2021

2020
A Metric Model for the Functional Architecture of the Visual Cortex.
SIAM J. Appl. Math., 2020

2019
Uniqueness of Viscosity Mean Curvature Flow Solution in Two Sub-Riemannian Structures.
SIAM J. Math. Anal., 2019

Correction to: From receptive profiles to a metric model of V1.
J. Comput. Neurosci., 2019

From receptive profiles to a metric model of V1.
J. Comput. Neurosci., 2019

KerCNNs: biologically inspired lateral connections for classification of corrupted images.
CoRR, 2019

A sub-Riemannian model of the visual cortex with frequency and phase.
CoRR, 2019

Neurogeometry of perception: isotropic and anisotropic aspects.
CoRR, 2019

2018
Curvature Integration in a 5D Kernel for Extracting Vessel Connections in Retinal Images.
IEEE Trans. Image Process., 2018

A Neuromathematical Model for Geometrical Optical Illusions.
J. Math. Imaging Vis., 2018

Differential Geometry and Orientation Analysis in Image Processing.
J. Math. Imaging Vis., 2018

A Geometric Model of Multi-scale Orientation Preference Maps via Gabor Functions.
J. Math. Imaging Vis., 2018

2017
Local and Global Gestalt Laws: A Neurally Based Spectral Approach.
Neural Comput., 2017

Modelling of the Poggendorff Illusion via Sub-Riemannian Geodesics in the Roto-Translation Group.
Proceedings of the New Trends in Image Analysis and Processing - ICIAP 2017, 2017

2016
Sub-Riemannian Mean Curvature Flow for Image Processing.
SIAM J. Imaging Sci., 2016

A neuro-mathematical model for geometrical optical illusions.
CoRR, 2016

Cortically-Inspired Spectral Clustering for Connectivity Analysis in Retinal Images: Curvature Integration.
CoRR, 2016

2015
Cortical Spatiotemporal Dimensionality Reduction for Visual Grouping.
Neural Comput., 2015

A Gauge Field Model of Modal Completion.
J. Math. Imaging Vis., 2015

The constitution of visual perceptual units in the functional architecture of V1.
J. Comput. Neurosci., 2015

2014
A Cortical-Inspired Geometry for Contour Perception and Motion Integration.
J. Math. Imaging Vis., 2014

Cortical spatio-temporal dimensionality reduction for visual grouping.
CoRR, 2014

2008
The symplectic structure of the primary visual cortex.
Biol. Cybern., 2008

Implementation of a Model for Perceptual Completion in <i>R</i><sup>2</sup>×<i>S</i><sup>1</sup>.
Proceedings of the Computer Vision and Computer Graphics. Theory and Applications, 2008

Image Completion Using a Diffusion Driven Mean Curvature Flowin A Sub-Riemannian Space.
Proceedings of the VISAPP 2008: Proceedings of the Third International Conference on Computer Vision Theory and Applications, Funchal, Madeira, Portugal, January 22-25, 2008, 2008

2006
A Cortical Based Model of Perceptual Completion in the Roto-Translation Space.
J. Math. Imaging Vis., 2006

2004
Neuronal Oscillations in the Visual Cortex: Γ-Convergence to the Riemannian Mumford-Shah Functional.
SIAM J. Math. Anal., 2004


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