ValUES: A Framework for Systematic Validation of Uncertainty Estimation
in Semantic Segmentation

ValUES: A Framework for Systematic Validation of Uncertainty Estimation in Semantic Segmentation

16 January 2024

Kim-Celine Kahl

Carsten T. Lüth

Klaus Maier-Hein

Papers citing "ValUES: A Framework for Systematic Validation of Uncertainty Estimation in Semantic Segmentation"

15 / 15 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 101 0 0 04 May 2025
Uni-SLAM: Uncertainty-Aware Neural Implicit SLAM for Real-Time Dense Indoor Scene Reconstruction Shaoxiang Wang Yaxu Xie Chun-Peng Chang Christen Millerdurai A. Pagani Didier Stricker 67 1 0 29 Nov 2024
Arctique: An artificial histopathological dataset unifying realism and controllability for uncertainty quantification Jannik Franzen Claudia Winklmayr Vanessa Emanuela Guarino Christoph Karg Xiaoyan Yu Nora Koreuber Jan P. Albrecht Philip Bischoff Dagmar Kainmueller 43 0 0 11 Nov 2024
Conformal Performance Range Prediction for Segmentation Output Quality Control Anna M. Wundram Paul Fischer Michael Muehlebach Lisa M. Koch Christian F. Baumgartner UQCV 22 3 0 18 Jul 2024
Instance-wise Uncertainty for Class Imbalance in Semantic Segmentation Luís Almeida Ines Dutra Francesco Renna UQCV 32 0 0 17 Jul 2024
CAS: Confidence Assessments of classification algorithms for Semantic segmentation of EO data Nikolaos Dionelis Nicolas Longepe 24 0 0 26 Jun 2024
Comparative Benchmarking of Failure Detection Methods in Medical Image Segmentation: Unveiling the Role of Confidence Aggregation M. Zenk David Zimmerer Fabian Isensee Jeremias Traub T. Norajitra Paul F. Jäger Klaus H. Maier-Hein 39 4 0 05 Jun 2024
Probabilistic Contrastive Learning with Explicit Concentration on the Hypersphere H. Li Ouyang Cheng Tamaz Amiranashvili Matthew S. Rosen Bjoern H. Menze J. Iglesias 41 0 0 26 May 2024
EDUE: Expert Disagreement-Guided One-Pass Uncertainty Estimation for Medical Image Segmentation Kudaibergen Abutalip Numan Saeed I. Sobirov Vincent Andrearczyk A. Depeursinge Mohammad Yaqub UQCV 29 0 0 25 Mar 2024
Uncertainty in Graph Neural Networks: A Survey Fangxin Wang Yuqing Liu Kay Liu Yibo Wang Sourav Medya Philip S. Yu AI4CE 48 8 0 11 Mar 2024
A comprehensive survey on deep active learning in medical image analysis Haoran Wang Q. Jin Shiman Li Siyu Liu Manning Wang Zhijian Song VLM 46 22 0 22 Oct 2023
Laplacian Segmentation Networks: Improved Epistemic Uncertainty from Spatial Aleatoric Uncertainty Kilian Zepf Selma Wanna M. Miani Juston Moore J. Frellsen Søren Hauberg Aasa Feragen Frederik Warburg UQCV 27 4 0 23 Mar 2023
DEAL: Difficulty-aware Active Learning for Semantic Segmentation Shuai Xie Zunlei Feng Ying Chen Songtao Sun Chao Ma Mingli Song VLM 122 50 0 17 Oct 2020
Deep High-Resolution Representation Learning for Visual Recognition Jingdong Wang Ke Sun Tianheng Cheng Borui Jiang Chaorui Deng ... Yadong Mu Mingkui Tan Xinggang Wang Wenyu Liu Bin Xiao 195 3,529 0 20 Aug 2019
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 294 75,800 0 18 May 2015