Elina Thibeau-Sutre

According to our database, Elina Thibeau-Sutre authored at least 17 papers between 2019 and 2024.

Collaborative distances:

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

2024

Contrast-enhanced to non-contrast-enhanced image translation to exploit a clinical data warehouse of T1-weighted brain MRI.

Simona Bottani, Elina Thibeau-Sutre, Aurélien Maire, Sebastian Ströer, Didier Dormont, Olivier Colliot, Ninon Burgos

BMC Medical Imaging, December, 2024

Brain-Shift: Unsupervised Pseudo-Healthy Brain Synthesis for Novel Biomarker Extraction in Chronic Subdural Hematoma.

Baris Imre, Elina Thibeau-Sutre, Jorieke Reimer, Kuan Kho, Jelmer M. Wolterink

Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2024, 2024

2023

Data Augmentation in High Dimensional Low Sample Size Setting Using a Geometry-Based Variational Autoencoder.

Clément Chadebec, Elina Thibeau-Sutre, Ninon Burgos, Stéphanie Allassonnière

IEEE Trans. Pattern Anal. Mach. Intell., March, 2023

How can data augmentation improve attribution maps for disease subtype explainability.

Elina Thibeau-Sutre, Jelmer M. Wolterink, Olivier Colliot, Ninon Burgos

Proceedings of the Medical Imaging 2023: Image Processing, 2023

Uncertainty-Based Quality Assurance of Carotid Artery Wall Segmentation in Black-Blood MRI.

Elina Thibeau-Sutre, Dieuwertje Alblas, Sophie Buurman, Christoph Brune, Jelmer M. Wolterink

Proceedings of the Uncertainty for Safe Utilization of Machine Learning in Medical Imaging, 2023

2022

Reproducibility in machine learning for medical imaging.

Olivier Colliot, Elina Thibeau-Sutre, Ninon Burgos

CoRR, 2022

Interpretability of Machine Learning Methods Applied to Neuroimaging.

Elina Thibeau-Sutre, Sasha Collin, Ninon Burgos, Olivier Colliot

CoRR, 2022

ClinicaDL: An open-source deep learning software for reproducible neuroimaging processing.

Elina Thibeau-Sutre, Mauricio Diaz-Melo, Ravi Hassanaly, Alexandre Routier, Didier Dormont, Olivier Colliot, Ninon Burgos

Comput. Methods Programs Biomed., 2022

Homogenization of brain MRI from a clinical data warehouse using contrast-enhanced to non-contrast-enhanced image translation with U-Net derived models.

Simona Bottani, Elina Thibeau-Sutre, Aurélien Maire, Sebastian Ströer, Didier Dormont, Olivier Colliot, Ninon Burgos

Proceedings of the Medical Imaging 2022: Image Processing, 2022

MRI Field Strength Predicts Alzheimer's Disease: a Case Example of Bias in the ADNI Data Set.

Elina Thibeau-Sutre, Baptiste Couvy-Duchesne, Didier Dormont, Olivier Colliot, Ninon Burgos

Proceedings of the 19th IEEE International Symposium on Biomedical Imaging, 2022

2021

Reproducible and interpretable deep learning for the diagnosis, prognosis and subtyping of Alzheimer's disease from neuroimaging data. (Méthodes d'apprentissage profond reproductibles et interprétables pour le diagnostic, le pronostic et l'identification de sous-groupes de la maladie d'Alzheimer à partir de données de neuroimagerie).

Elina Thibeau-Sutre

PhD thesis, 2021

Predicting the progression of mild cognitive impairment using machine learning: A systematic, quantitative and critical review.

Manon Ansart, Stéphane Epelbaum, Giulia Bassignana, Alexandre Bône, Simona Bottani, Tiziana Cattai, Raphaël Couronné, Johann Faouzi, Igor Koval, Maxime Louis, Elina Thibeau-Sutre, Junhao Wen, Adam Wild, Ninon Burgos, Didier Dormont, Olivier Colliot, Stanley Durrleman

Medical Image Anal., 2021

Clinica: An Open-Source Software Platform for Reproducible Clinical Neuroscience Studies.

Alexandre Routier, Ninon Burgos, Mauricio Diaz-Melo, Michael Bacci, Simona Bottani, Omar El-Rifai, Sabrina Fontanella, Pietro Gori, Jérémy Guillon, Alexis Guyot, Ravi Hassanaly, Thomas Jacquemont, Pascal Lu, Arnaud Marcoux, Tristan Moreau, Jorge Samper-González, Marc Teichmann, Elina Thibeau-Sutre, Ghislain Vaillant, Junhao Wen, Adam Wild, Marie Odile Habert, Stanley Durrleman, Olivier Colliot

Frontiers Neuroinformatics, 2021

Deep learning for brain disorders: from data processing to disease treatment.

Ninon Burgos, Simona Bottani, Johann Faouzi, Elina Thibeau-Sutre, Olivier Colliot

Briefings Bioinform., 2021

2020

Convolutional neural networks for classification of Alzheimer's disease: Overview and reproducible evaluation.

Junhao Wen, Elina Thibeau-Sutre, Mauricio Diaz-Melo, Jorge Samper-González, Alexandre Routier, Simona Bottani, Didier Dormont, Stanley Durrleman, Ninon Burgos, Olivier Colliot

Medical Image Anal., 2020

Visualization approach to assess the robustness of neural networks for medical image classification.

Elina Thibeau-Sutre, Olivier Colliot, Didier Dormont, Ninon Burgos

Proceedings of the Medical Imaging 2020: Image Processing, 2020

2019

Convolutional Neural Networks for Classification of Alzheimer's Disease: Overview and Reproducible Evaluation.

Junhao Wen, Elina Thibeau-Sutre, Jorge Samper-González, Alexandre Routier, Simona Bottani, Stanley Durrleman, Ninon Burgos, Olivier Colliot

CoRR, 2019