Giulia Maria Mattia

Publications

Article dans une revue (7)

Brain dynamic organization at the acute stage of severe brain injury Gabriel Della Bella,Benjamine Sarton,Giulia Maria Mattia,Patrice Péran,Walter Lambertiet al. NeuroImage, 2026, 325, pp.121657. ⟨10.1016/j.neuroimage.2025.121657⟩ Article dans une revue hal-05503686v1
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 Meissneret al. Psykhe (Santiago), 2026, pp.699-704. ⟨10.1109/MetroXRAINE66377.2025.11340461⟩ Article dans une revue hal-05506121v1
Deep Learning to Differentiate Parkinsonian Syndromes Using Multimodal Magnetic Resonance Imaging : A Proof‐of‐Concept Study Giulia Maria Mattia,Lydia Chougar,Alexandra Foubert-Samier,Wassilios Meissner,Margherita Fabbriet al. Movement Disorders, 2025, 40 (10), pp.2139-2148. ⟨10.1002/mds.30300⟩ Article dans une revue hal-05184793v1
Reply to: Deep Learning to Differentiate Parkinsonian Syndromes: From Proof of Concept to Clinical Trust Giulia Maria Mattia,Lydia Chougar,Alexandra Foubert-Samier,Wassilios Meissner,Margherita Fabbriet al. Movement Disorders, 2025, 41 (1), pp.275-276. ⟨10.1002/mds.70136⟩ Article dans une revue hal-05503700v1
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 Francerieset al. Artificial Intelligence in Medicine, 2024, 153, pp.102897. ⟨10.1016/j.artmed.2024.102897⟩ Article dans une revue hal-05506105v1
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 Francerieset al. Artificial Intelligence in Medicine, 2024, 153, pp.102897. ⟨10.1016/j.artmed.2024.102897⟩ Article dans une revue hal-04844141v1
Multimodal MRI-Based Whole-Brain Assessment in Patients In Anoxoischemic Coma by Using 3D Convolutional Neural Networks Giulia Maria Mattia,Benjamine Sarton,Edouard Villain,Helene Vinour,Fabrice Ferreet al. Neurocritical Care, 2022, 37 (S2), pp.303-312. ⟨10.1007/s12028-022-01525-z⟩ Article dans une revue hal-03970344v1

Thèse (1)

Intelligence artificielle et maladies neurologiques : aider le diagnostic et améliorer la compréhension du comportement des réseaux de neurones convolutifs Giulia Maria Mattia Médecine humaine et pathologie. Université Paul Sabatier - Toulouse III, 2022. Français. ⟨NNT : 2022TOU30282⟩ Thèse tel-04137721v1

Communication dans un congrès (2)

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 Meissneret al. 2021 IEEE International Conference on Bioinformatics and Biomedicine (BIBM), Dec 2021, Houston, France. pp.1437-1442, ⟨10.1109/BIBM52615.2021.9669894⟩ Communication dans un congrès hal-04729104v1
Visual interpretation of CNN decision-making process using Simulated Brain MRI Edouard Villain,Giulia Maria Mattia,Federico Nemmi,Patrice Peran,Xavier Francerieset al. 34th IEEE International Symposium on Computer-Based Medical Systems (CBMS 2021), Jun 2021, Aveiro, Portugal. pp.515-520, ⟨10.1109/CBMS52027.2021.00102⟩ Communication dans un congrès hal-04037117v1