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EDUE: Expert Disagreement-Guided One-Pass Uncertainty Estimation for
  Medical Image Segmentation

EDUE: Expert Disagreement-Guided One-Pass Uncertainty Estimation for Medical Image Segmentation

25 March 2024
Kudaibergen Abutalip
Numan Saeed
I. Sobirov
Vincent Andrearczyk
Adrien Depeursinge
Mohammad Yaqub
    UQCV
ArXivPDFHTML

Papers citing "EDUE: Expert Disagreement-Guided One-Pass Uncertainty Estimation for Medical Image Segmentation"

7 / 7 papers shown
Title
ValUES: A Framework for Systematic Validation of Uncertainty Estimation
  in Semantic Segmentation
ValUES: A Framework for Systematic Validation of Uncertainty Estimation in Semantic Segmentation
Kim-Celine Kahl
Carsten T. Lüth
M. Zenk
Klaus Maier-Hein
Paul F. Jaeger
UQCV
83
17
0
16 Jan 2024
Layer Ensembles: A Single-Pass Uncertainty Estimation in Deep Learning
  for Segmentation
Layer Ensembles: A Single-Pass Uncertainty Estimation in Deep Learning for Segmentation
Kaisar Kushibar
Víctor M. Campello
Lidia Garrucho Moras
Akis Linardos
Petia Radeva
Karim Lekadir
UQCV
33
18
0
16 Mar 2022
A Survey of Uncertainty in Deep Neural Networks
A Survey of Uncertainty in Deep Neural Networks
J. Gawlikowski
Cedrique Rovile Njieutcheu Tassi
Mohsin Ali
Jongseo Lee
Matthias Humt
...
R. Roscher
Muhammad Shahzad
Wen Yang
R. Bamler
Xiaoxiang Zhu
BDL
UQCV
OOD
220
1,146
0
07 Jul 2021
Deep Learning Through the Lens of Example Difficulty
Deep Learning Through the Lens of Example Difficulty
R. Baldock
Hartmut Maennel
Behnam Neyshabur
72
160
0
17 Jun 2021
Estimating Uncertainty in Neural Networks for Cardiac MRI Segmentation:
  A Benchmark Study
Estimating Uncertainty in Neural Networks for Cardiac MRI Segmentation: A Benchmark Study
Matthew Ng
F. Guo
L. Biswas
S. Petersen
Stefan K. Piechnik
S. Neubauer
G. Wright
UQCV
56
32
0
31 Dec 2020
Pitfalls of In-Domain Uncertainty Estimation and Ensembling in Deep
  Learning
Pitfalls of In-Domain Uncertainty Estimation and Ensembling in Deep Learning
Arsenii Ashukha
Alexander Lyzhov
Dmitry Molchanov
Dmitry Vetrov
UQCV
FedML
77
319
0
15 Feb 2020
On the Effect of Inter-observer Variability for a Reliable Estimation of
  Uncertainty of Medical Image Segmentation
On the Effect of Inter-observer Variability for a Reliable Estimation of Uncertainty of Medical Image Segmentation
Alain Jungo
Raphael Meier
E. Ermiş
Marcela Blatti-Moreno
Evelyn Herrmann
Roland Wiest
M. Reyes
UQCV
52
97
0
07 Jun 2018
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