Improving Aleatoric Uncertainty Quantification in Multi-Annotated
Medical Image Segmentation with Normalizing Flows

Improving Aleatoric Uncertainty Quantification in Multi-Annotated Medical Image Segmentation with Normalizing Flows

4 August 2021

Christiaan G. A. Viviers

Peter H. N. de With

Fons van der Sommen

Papers citing "Improving Aleatoric Uncertainty Quantification in Multi-Annotated Medical Image Segmentation with Normalizing Flows"

10 / 10 papers shown

Title
A Review of Bayesian Uncertainty Quantification in Deep Probabilistic Image Segmentation M. Valiuddin R. V. Sloun C.G.A. Viviers Peter H. N. de With Fons van der Sommen UQCV 96 1 0 25 Nov 2024
Segmentation-based Assessment of Tumor-Vessel Involvement for Surgical Resectability Prediction of Pancreatic Ductal Adenocarcinoma Christiaan G. A. Viviers Mark Ramaekers Amaan Valiuddin Terese A. E. Hellström Nick Tasios ... Lotte J. S. Ewals Joost Nederend Peter H. N. de With M. Luyer Fons van der Sommen 35 3 0 01 Oct 2023
Investigating and Improving Latent Density Segmentation Models for Aleatoric Uncertainty Quantification in Medical Imaging M. Valiuddin Christiaan G. A. Viviers R. V. Sloun Peter H. N. de With Fons van der Sommen UQCV 44 2 0 31 Jul 2023
Probabilistic 3D segmentation for aleatoric uncertainty quantification in full 3D medical data Christiaan G. A. Viviers Amaan Valiuddin Peter H. N. de With Fons van der Sommen 43 5 0 01 May 2023
The Treasure Beneath Multiple Annotations: An Uncertainty-aware Edge Detector Caixia Zhou Yaping Huang Mengyang Pu Q. Guan Li Huang Haibin Ling UQCV 24 33 0 21 Mar 2023
Stochastic Segmentation with Conditional Categorical Diffusion Models L. Zbinden Lars Doorenbos Theodoros Pissas Adrian Thomas Huber Raphael Sznitman Pablo Márquez-Neila DiffM 34 30 0 15 Mar 2023
Likelihood Annealing: Fast Calibrated Uncertainty for Regression Uddeshya Upadhyay Jae Myung Kim Cordelia Schmidt Bernhard Schölkopf Zeynep Akata BDL UQCV 31 1 0 21 Feb 2023
Modeling Multimodal Aleatoric Uncertainty in Segmentation with Mixture of Stochastic Experts Zhitong Gao Yucong Chen Chuyu Zhang Xuming He UQCV 27 5 0 14 Dec 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 34 81 0 05 Oct 2022
Generalized Probabilistic U-Net for medical image segementation Ishaan Bhat J. Pluim Hugo J. Kuijf OOD 12 9 0 26 Jul 2022