Giulia Maria Mattia

According to our database, Giulia Maria Mattia authored at least 5 papers between 2021 and 2026.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of five.

2026

Brain dynamic organization at the acute stage of severe brain injury.

Gabriel Della Bella, Benjamine Sarton, Giulia Maria Mattia, Patrice Péran, Walter Lamberti, Pablo Barttfeld, Stein Silva

NeuroImage, 2026

2025

Can Anatomical Information Guide the Performance of Convolutional Neural Networks for Classifying Neurodegenerative Diseases Using Brain MRI?

Giulia Maria Mattia, Noura Osman, Lydia Chougar, Pierre Todeschini, Wassilios G. Meissner, Margherita Fabbri, Olivier Rascol, David Grabli, Bertrand Degos, Marie Vidailhet, Alice Faucher, Jean-Christophe Corvol, Stéphane Lehéricy, Patrice Péran

Proceedings of the IEEE International Conference on Metrology for eXtended Reality, 2025

2024

Investigating the discrimination ability of 3D convolutional neural networks applied to altered brain MRI parametric maps.

Giulia Maria Mattia, Edouard Villain, Federico Nemmi, Marie-Véronique Le Lann, Xavier Franceries, Patrice Péran

Artif. Intell. Medicine, 2024

2021

Visual interpretation of CNN decision-making process using Simulated Brain MRI.

Edouard Villain, Giulia Maria Mattia, Federico Nemmi, Patrice Péran, Xavier Franceries, Marie-Véronique Le Lann

Proceedings of the 34th IEEE International Symposium on Computer-Based Medical Systems, 2021

Neurodegenerative Traits Detected via 3D CNNs Trained with Simulated Brain MRI: Prediction Supported by Visualization of Discriminant Voxels.

Giulia Maria Mattia, Edouard Villain, Federico Nemmi, Olivier Rascol, Wassilios G. Meissner, Xavier Franceries, Patrice Péran

Proceedings of the IEEE International Conference on Bioinformatics and Biomedicine, 2021