Beyond Voxel Prediction Uncertainty: Identifying brain lesions you can
trust

Beyond Voxel Prediction Uncertainty: Identifying brain lesions you can trust

22 September 2022

Benjamin Lambert

Florence Forbes

Papers citing "Beyond Voxel Prediction Uncertainty: Identifying brain lesions you can trust"

7 / 7 papers shown

Title
Explaining Uncertainty in Multiple Sclerosis Lesion Segmentation Beyond Prediction Errors Nataliia Molchanova Pedro M. Gordaliza A. Cagol Mario Ocampo Pineda Po--Jui Lu ... Delphine Ribes Adrien Depeursinge Cristina Granziera Henning Müller Meritxell Bach Cuadra UQCV 60 0 0 07 Apr 2025
Interpretability of Uncertainty: Exploring Cortical Lesion Segmentation in Multiple Sclerosis Nataliia Molchanova A. Cagol Pedro M. Gordaliza Mario Ocampo Pineda Po--Jui Lu ... Xinjie Chen Adrien Depeursinge Cristina Granziera Henning Müller Meritxell Bach Cuadra 18 0 0 08 Jul 2024
Structural-Based Uncertainty in Deep Learning Across Anatomical Scales: Analysis in White Matter Lesion Segmentation Nataliia Molchanova Vatsal Raina A. Malinin Francesco La Rosa Adrien Depeursinge Mark J. F. Gales Cristina Granziera Henning Muller Mara Graziani Meritxell Bach Cuadra 38 4 0 15 Nov 2023
Novel structural-scale uncertainty measures and error retention curves: application to multiple sclerosis Nataliia Molchanova Vatsal Raina A. Malinin Francesco La Rosa Henning Muller Mark J. F. Gales Cristina Granziera Mara Graziani Meritxell Bach Cuadra 27 8 0 09 Nov 2022
Trustworthy clinical AI solutions: a unified review of uncertainty quantification in deep learning models for medical image analysis Benjamin Lambert Florence Forbes A. Tucholka Senan Doyle Harmonie Dehaene M. Dojat 29 77 0 05 Oct 2022
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 276 5,661 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 285 9,138 0 06 Jun 2015