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Revisiting the Evaluation of Uncertainty Estimation and Its Application
  to Explore Model Complexity-Uncertainty Trade-Off
v1v2v3 (latest)

Revisiting the Evaluation of Uncertainty Estimation and Its Application to Explore Model Complexity-Uncertainty Trade-Off

5 March 2019
Yukun Ding
Jinglan Liu
Jinjun Xiong
Yiyu Shi
ArXiv (abs)PDFHTML

Papers citing "Revisiting the Evaluation of Uncertainty Estimation and Its Application to Explore Model Complexity-Uncertainty Trade-Off"

3 / 3 papers shown
Title
Classification Confidence Estimation with Test-Time Data-Augmentation
Classification Confidence Estimation with Test-Time Data-Augmentation
Yuval Bahat
Gregory Shakhnarovich
57
18
0
30 Jun 2020
A Comparison of Uncertainty Estimation Approaches in Deep Learning
  Components for Autonomous Vehicle Applications
A Comparison of Uncertainty Estimation Approaches in Deep Learning Components for Autonomous Vehicle Applications
F. Arnez
H. Espinoza
A. Radermacher
Franccois Terrier
UQCV
71
30
0
26 Jun 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
UQCVFedML
96
320
0
15 Feb 2020
1