Quantifying uncertainty in deep-learning-based medical image segmentation
Published in Thesis, 2024
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Publications
Trustworthy clinical AI solutions: a unified review of uncertainty quantification in deep learning models for medical image analysis
Published in Artificial Intelligence in Medecine, Vol. 150, 102830, 2024
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TriadNet: Sampling-free predictive intervals for lesional volume in 3D brain MR images
Published in Uncertainty for Safe Utilization of Machine Learning in Medical Imaging: 5th International Workshop, MICCAI 2023, 2023
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Multi-layer Aggregation as a key to feature-based OOD detection
Published in Uncertainty for Safe Utilization of Machine Learning in Medical Imaging: 5th International Workshop, MICCAI 2023, 2023
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Intervalles de confiance pour l’estimation de superficies à partir d’images satellitaires
Published in GRETSI 2023-XXIXème Colloque Francophone de Traitement du Signal et des Images, 2023
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Uncertainty-based Quality Control for Subcortical Structures Segmentation in T1-weighted Brain MRI
Published in ISMRM-ESMRMB & ISMRT 2023-32st Joint Annual Meeting International Society for Magnetic Resonance in Medecine, 2023
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Safety-Net: Identification automatique des erreurs de segmentation des lésions de la Sclérose-en-Plaques
Published in Société Française de Résonance Magnétique en Biologie et Médecine, 2023
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Beyond Voxel Prediction Uncertainty: Identifying brain lesions you can trust
Published in International Workshop on Interpretability of Machine Intelligence in Medical Image Computing, MICCAI 2022, 2022
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Multi-Scale Evaluation of Uncertainty Quantification Techniques for Deep Learning based MRI Segmentation
Published in ISMRM-ESMRMB & ISMRT 2022-31st Joint Annual Meeting International Society for Magnetic Resonance in Medecine, 2022
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Fast Uncertainty Quantification for Deep Learning-based MR Brain Segmentation
Published in EGC 2022 Conference francophone pour l'Extraction et la Gestion des Connaissances, 2022
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Robust Conformal Volume Estimation in 3D Medical Images
Published in Proceedings of the 2024 Medical Image Computing and Computer Assisted Intervention conference (MICCAI - Early Accepted), 2021
Leveraging 3D information in unsupervised brain MRI segmentation
Published in 2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI), 2021
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