Theoretical analysis and experimental validation of volume bias of soft
Dice optimized segmentation maps in the context of inherent uncertainty

Theoretical analysis and experimental validation of volume bias of soft Dice optimized segmentation maps in the context of inherent uncertainty

8 November 2022

Dirk Vandermeulen

Papers citing "Theoretical analysis and experimental validation of volume bias of soft Dice optimized segmentation maps in the context of inherent uncertainty"

11 / 11 papers shown

Title
A review of uncertainty quantification in medical image analysis: probabilistic and non-probabilistic methods Ling Huang S. Ruan Yucheng Xing Mengling Feng 20 21 0 09 Oct 2023
Encoding Enhanced Complex CNN for Accurate and Highly Accelerated MRI Zimeng Li Sa Xiao Cheng Wang Haidong Li Xiuchao Zhao ... Junshuai Xie Lei Shi F. Guo Chaohui Ye Xin Zhou 17 5 0 21 Jun 2023
Marginal Thresholding in Noisy Image Segmentation M. Nordström Henrik Hult A. Maki NoLa 9 0 0 08 Apr 2023
Noisy Image Segmentation With Soft-Dice M. Nordström Henrik Hult A. Maki F. Löfman 21 2 0 03 Apr 2023
Dice Semimetric Losses: Optimizing the Dice Score with Soft Labels Zifu Wang Teodora Popordanoska J. Bertels Robin Lemmens Matthew B. Blaschko 17 10 0 28 Mar 2023
Jaccard Metric Losses: Optimizing the Jaccard Index with Soft Labels Zifu Wang Xuefei Ning Matthew B. Blaschko VLM 17 11 0 11 Feb 2023
The Dice loss in the context of missing or empty labels: Introducing $Φ$ and $ε$ Sofie Tilborghs J. Bertels D. Robben Dirk Vandermeulen F. Maes 11 5 0 19 Jul 2022
On Image Segmentation With Noisy Labels: Characterization and Volume Properties of the Optimal Solutions to Accuracy and Dice M. Nordström Henrik Hult J. Söderberg F. Löfman 14 5 0 13 Jun 2022
On the relationship between calibrated predictors and unbiased volume estimation Teodora Popordanoska J. Bertels Dirk Vandermeulen F. Maes Matthew B. Blaschko 26 10 0 23 Dec 2021
Calibrating the Dice loss to handle neural network overconfidence for biomedical image segmentation Michael Yeung L. Rundo Yang Nan Evis Sala Carola-Bibiane Schönlieb Guang Yang UQCV 14 30 0 31 Oct 2021
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 268 5,635 0 05 Dec 2016