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Giulia Maria Mattia

10
Documents

Publications

Publications

Brain dynamic organization at the acute stage of severe brain injury

Gabriel Della Bella , Benjamine Sarton , Giulia Maria Mattia , Patrice Péran , Walter Lamberti et al.
NeuroImage, 2026, 325, pp.121657. ⟨10.1016/j.neuroimage.2025.121657⟩
Article dans une revue hal-05503686 v1

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 Meissner et al.
Psykhe (Santiago), 2026, pp.699-704. ⟨10.1109/MetroXRAINE66377.2025.11340461⟩
Article dans une revue hal-05506121 v1

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 Fabbri et al.
Movement Disorders, 2025, ⟨10.1002/mds.30300⟩
Article dans une revue hal-05184793 v1

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 Fabbri et al.
Movement Disorders, 2025, 41 (1), pp.275-276. ⟨10.1002/mds.70136⟩
Article dans une revue hal-05503700 v1

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 et al.
Artificial Intelligence in Medicine, 2024, 153, pp.102897. ⟨10.1016/j.artmed.2024.102897⟩
Article dans une revue hal-05506105 v1
Image document

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 et al.
Artificial Intelligence in Medicine, 2024, 153, pp.102897. ⟨10.1016/j.artmed.2024.102897⟩
Article dans une revue hal-04844141 v1
Image document

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 Ferre et al.
Neurocritical Care, 2022, 37 (S2), pp.303-312. ⟨10.1007/s12028-022-01525-z⟩
Article dans une revue hal-03970344 v1

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 Meissner et 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-04729104 v1

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

Edouard Villain , Giulia Maria Mattia , Federico Nemmi , Patrice Peran , Xavier Franceries et 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-04037117 v1