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 (Image Processing, 2022)

Automatic quality control of brain T1-weighted magnetic resonance images for a clinical data warehouse. - Simona Bottani; Ninon Burgos; Aurélien Maire; Adam Wild; Sebastian Ströer; Didier Dormont; Olivier Colliot (Medical Image Anal., 2022)

Semi-supervised Domain Adaptation for Automatic Quality Control of FLAIR MRIs in a Clinical Data Warehouse. - Sophie Loizillon; Olivier Colliot; Lydia Chougar; Sebastian Ströer; Yannick Jacob; Aurélien Maire; Didier Dormont; Ninon Burgos (DART@MICCAI, 2023)

Transfer learning from synthetic to routine clinical data for motion artefact detection in brain T1-weighted MRI. - Sophie Loizillon; Simona Bottani; Aurélien Maire; Sebastian Ströer; Didier Dormont; Olivier Colliot; Ninon Burgos (Image Processing, 2023)

Evaluation of MRI-based machine learning approaches for computer-aided diagnosis of dementia in a clinical data warehouse. - Simona Bottani; Ninon Burgos; Aurélien Maire; Dario Saracino; Sebastian Ströer; Didier Dormont; Olivier Colliot (Medical Image Anal., 2023)

Detecting Brain Anomalies in Clinical Routine with the β-VAE: Feasibility Study on Age-Related White Matter Hyperintensities. - Sophie Loizillon; Yannick Jacob; Aurélien Maire; Didier Dormont; Olivier Colliot; Ninon Burgos; Apprimage Study Group (MIDL, 2024)

Automated MRI Quality Assessment of Brain T1-weighted MRI in Clinical Data Warehouses: A Transfer Learning Approach Relying on Artefact Simulation. - Sophie Loizillon; Simona Bottani; Stéphane Mabille; Yannick Jacob; Aurélien Maire; Sebastian Ströer; Didier Dormont; Olivier Colliot; Ninon Burgos (CoRR, 2024)

Automatic motion artefact detection in brain T1-weighted magnetic resonance images from a clinical data warehouse using synthetic data. - Sophie Loizillon; Simona Bottani; Aurélien Maire; Sebastian Ströer; Didier Dormont; Olivier Colliot; Ninon Burgos (Medical Image Anal., 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, 2024)

Automatic quality control of brain 3D FLAIR MRIs for a clinical data warehouse. - Sophie Loizillon; Simona Bottani; Aurélien Maire; Sebastian Ströer; Lydia Chougar; Didier Dormont; Olivier Colliot; Ninon Burgos (Medical Image Anal., 2025)