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 N. Molchanova P. M. Gordaliza A. Cagol Mario Ocampo Pineda Po-Jui Lu ... Delphine Ribes A. Depeursinge C. Granziera Henning Muller Meritxell Bach Cuadra UQCV 57 0 0 21 May 2025
Interpretability of Uncertainty: Exploring Cortical Lesion Segmentation in Multiple Sclerosis N. Molchanova A. Cagol P. M. Gordaliza Mario Ocampo Pineda Po-Jui Lu ... Xinjie Chen A. Depeursinge C. Granziera Henning Muller Meritxell Bach Cuadra 18 0 0 08 Jul 2024
Structural-Based Uncertainty in Deep Learning Across Anatomical Scales: Analysis in White Matter Lesion Segmentation N. Molchanova Vatsal Raina A. Malinin Francesco La Rosa A. Depeursinge Mark J. F. Gales C. Granziera Henning Muller Mara Graziani Meritxell Bach Cuadra 36 4 0 15 Nov 2023
Novel structural-scale uncertainty measures and error retention curves: application to multiple sclerosis N. Molchanova Vatsal Raina A. Malinin Francesco La Rosa Henning Muller Mark J. F. Gales C. Granziera Mara Graziani Meritxell Bach Cuadra 25 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