A review of uncertainty quantification in medical image analysis: probabilistic and non-probabilistic methods

9 October 2023

Papers citing "A review of uncertainty quantification in medical image analysis: probabilistic and non-probabilistic methods"

20 / 20 papers shown

Title
Uncertainty Quantification for Machine Learning in Healthcare: A Survey L. J. L. Lopez Shaza Elsharief Dhiyaa Al Jorf Firas Darwish Congbo Ma Farah E. Shamout 29 0 0 04 May 2025
Explainability of AI Uncertainty: Application to Multiple Sclerosis Lesion Segmentation on MRI 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 44 0 0 07 Apr 2025
Reliable Radiologic Skeletal Muscle Area Assessment -- A Biomarker for Cancer Cachexia Diagnosis Sabeen Ahmed Nathan Parker Margaret Park Daniel Jeong Lauren Peres ... Jennifer B. Permuth Erin Siegel M. Schabath Yasin Yilmaz Ghulam Rasool 27 0 0 19 Mar 2025
DCAT: Dual Cross-Attention Fusion for Disease Classification in Radiological Images with Uncertainty Estimation Jutika Borah H. Singh MedIm 38 0 0 14 Mar 2025
Finer Disentanglement of Aleatoric Uncertainty Can Accelerate Chemical Histopathology Imaging Ji-Hun Oh Kianoush Falahkheirkhah Rohit Bhargava 55 0 0 27 Feb 2025
Reducing Aleatoric and Epistemic Uncertainty through Multi-modal Data Acquisition Arthur Hoarau Benjamin Quost Sébastien Destercke Willem Waegeman UQCV UD PER 61 0 0 30 Jan 2025
Enhancing Uncertainty Estimation in Semantic Segmentation via Monte-Carlo Frequency Dropout Tal Zeevi Lawrence H. Staib J. Onofrey OOD UQCV 46 0 0 20 Jan 2025
SPA: Efficient User-Preference Alignment against Uncertainty in Medical Image Segmentation Jiayuan Zhu Junde Wu C. Ouyang Konstantinos Kamnitsas Alison Noble 65 0 0 23 Nov 2024
DEMAU: Decompose, Explore, Model and Analyse Uncertainties A. Hoarau Vincent Lemaire UQCV UD PER 24 0 0 12 Sep 2024
MedUHIP: Towards Human-In-the-Loop Medical Segmentation Jiayuan Zhu A. Billard 26 0 0 03 Aug 2024
Expert-aware uncertainty estimation for quality control of neural-based blood typing E.E. Zaychenkova Dmitrii Iarchuk S.A. Korchagin Alexey Zaitsev Egor Ershov 44 0 0 15 Jul 2024
Evidential uncertainty sampling for active learning A. Hoarau V. Lemaire Arnaud Martin Jean-Christophe Dubois Y. Gall UQCV EDL PER UD 18 1 0 21 Sep 2023
Deep evidential fusion with uncertainty quantification and contextual discounting for multimodal medical image segmentation Ling Huang S. Ruan P. Decazes Thierry Denoeux EDL MedIm 19 1 0 12 Sep 2023
Evidence-aware multi-modal data fusion and its application to total knee replacement prediction Xinwen Liu Jing Wang S. Kevin Zhou Craig B. Engstrom Shekhar S. Chandra MedIm 23 3 0 24 Mar 2023
Robust Segmentation Models using an Uncertainty Slice Sampling Based Annotation Workflow G. Chlebus A. Schenk Horst K. Hahn Bram van Ginneken H. Meine 16 9 0 30 Sep 2021
A Quantitative Comparison of Epistemic Uncertainty Maps Applied to Multi-Class Segmentation Robin Camarasa D. Bos J. Hendrikse P. Nederkoorn D. Epidemiology D. Neurology Department of Computer Science UQCV 14 12 0 22 Sep 2021
Recalibration of Aleatoric and Epistemic Regression Uncertainty in Medical Imaging M. Laves Sontje Ihler J. F. Fast L. Kahrs T. Ortmaier OOD UQCV BDL 30 29 0 26 Apr 2021
3D Semi-Supervised Learning with Uncertainty-Aware Multi-View Co-Training Yingda Xia Fengze Liu D. Yang Jinzheng Cai Lequan Yu Zhuotun Zhu Daguang Xu Alan Yuille H. Roth 175 123 0 29 Nov 2018
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 268 5,635 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 247 9,042 0 06 Jun 2015