Trustworthy clinical AI solutions: a unified review of uncertainty quantification in deep learning models for medical image analysis B Lambert, F Forbes, S Doyle, H Dehaene, M Dojat Artificial Intelligence in Medicine, 102830, 2024 | 39 | 2024 |
Beyond Voxel Prediction Uncertainty: Identifying brain lesions you can trust B Lambert, F Forbes, S Doyle, A Tucholka, M Dojat International Workshop on Interpretability of Machine Intelligence in …, 2022 | 5 | 2022 |
Fast uncertainty quantification for deep learning-based mr brain segmentation B Lambert, F Forbes, S Doyle, A Tucholka, M Dojat EGC 2022-Conference francophone pour l'Extraction et la Gestion des …, 2022 | 5 | 2022 |
Improving uncertainty-based out-of-distribution detection for medical image segmentation B Lambert, F Forbes, S Doyle, A Tucholka, M Dojat arXiv preprint arXiv:2211.05421, 2022 | 4 | 2022 |
TriadNet: Sampling-free predictive intervals for lesional volume in 3D brain MR images B Lambert, F Forbes, S Doyle, M Dojat International Workshop on Uncertainty for Safe Utilization of Machine …, 2023 | 3 | 2023 |
Anisotropic Hybrid Networks for liver tumor segmentation with uncertainty quantification B Lambert, P Roca, F Forbes, S Doyle, M Dojat International Conference on Medical Image Computing and Computer-Assisted …, 2023 | 2 | 2023 |
Leveraging 3D information in unsupervised brain MRI segmentation B Lambert, M Louis, S Doyle, F Forbes, M Dojat, A Tucholka 2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI), 187-190, 2021 | 2 | 2021 |
Multi-layer Aggregation as a key to feature-based OOD detection B Lambert, F Forbes, S Doyle, M Dojat International Workshop on Uncertainty for Safe Utilization of Machine …, 2023 | 1 | 2023 |
Multi-Scale Evaluation of Uncertainty Quantification Techniques for Deep Learning based MRI Segmentation B Lambert, F Forbes, A Tucholka, S Doyle, M Dojat ISMRM-ESMRMB & ISMRT 2022-31st Joint Annual Meeting International Society …, 2022 | 1 | 2022 |
Robust Conformal Volume Estimation in 3D Medical Images B Lambert, F Forbes, S Doyle, M Dojat arXiv preprint arXiv:2407.19938, 2024 | | 2024 |
Check for updates TriadNet: Sampling-Free Predictive Intervals for Lesional Volume in 3D Brain MR Images B Lambert, F Forbes, S Doyle, M Dojat¹ Uncertainty for Safe Utilization of Machine Learning in Medical Imaging: 5th …, 2023 | | 2023 |
Intervalles de confiance pour l'estimation de superficies à partir d'images satellitaires B Lambert, F Forbes, S Doyle, A Tucholka, M Dojat GRETSI 2023-XXIXème Colloque Francophone de Traitement du Signal et des …, 2023 | | 2023 |
Uncertainty-based Quality Control for Subcortical Structures Segmentation in T1-weighted Brain MRI B Lambert, F Forbes, S Doyle, A Tucholka, M Dojat ISMRM 2023-International Society for Magnetic Resonance in Medicine, 1-4, 2023 | | 2023 |
Safety-Net: Identification automatique des erreurs de segmentation des lésions de la Sclérose-en-Plaques B Lambert, F Forbes, S Doyle, A Tucholka, M Dojat SFRMBM 2023-6ème Congrès Scientifique de la Société Française de Résonance …, 2023 | | 2023 |