Uncertainty Quantification Metrics for Deep Regression

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Uncertainty Quantification Metrics for Deep Regression

7 May 2024

Simon Kristoffersson Lind

Per-Erik Forssén

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Papers citing "Uncertainty Quantification Metrics for Deep Regression"

13 / 13 papers shown

Title
Single-model uncertainty quantification in neural network potentials does not consistently outperform model ensembles Aik Rui Tan S. Urata Samuel Goldman Johannes C. B. Dietschreit Rafael Gómez-Bombarelli BDL 79 45 0 02 May 2023
A Simple Approach to Improve Single-Model Deep Uncertainty via Distance-Awareness J. Liu Shreyas Padhy Jie Jessie Ren Zi Lin Yeming Wen Ghassen Jerfel Zachary Nado Jasper Snoek Dustin Tran Balaji Lakshminarayanan UQCV BDL 219 51 0 01 May 2022
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 233 1,155 0 07 Jul 2021
Revisiting the Calibration of Modern Neural Networks Matthias Minderer Josip Djolonga Rob Romijnders F. Hubis Xiaohua Zhai N. Houlsby Dustin Tran Mario Lucic UQCV 102 367 0 15 Jun 2021
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 61 33 0 31 Dec 2020
Wasserstein Distances for Stereo Disparity Estimation Divyansh Garg Yan Wang B. Hariharan M. Campbell Kilian Q. Weinberger Wei-Lun Chao 92 71 0 06 Jul 2020
Uncertainty-Aware CNNs for Depth Completion: Uncertainty from Beginning to End Abdelrahman Eldesokey Michael Felsberg Karl Holmquist M. Persson BDL UQCV 59 113 0 05 Jun 2020
A General Framework for Uncertainty Estimation in Deep Learning Antonio Loquercio Mattia Segu Davide Scaramuzza UQCV BDL OOD 66 293 0 16 Jul 2019
Can You Trust Your Model's Uncertainty? Evaluating Predictive Uncertainty Under Dataset Shift Yaniv Ovadia Emily Fertig Jie Jessie Ren Zachary Nado D. Sculley Sebastian Nowozin Joshua V. Dillon Balaji Lakshminarayanan Jasper Snoek UQCV 183 1,702 0 06 Jun 2019
Learning Loss for Active Learning Donggeun Yoo In So Kweon UQCV 85 662 0 09 May 2019
Accurate Uncertainties for Deep Learning Using Calibrated Regression Volodymyr Kuleshov Nathan Fenner Stefano Ermon BDL UQCV 201 636 0 01 Jul 2018
What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision? Alex Kendall Y. Gal BDL OOD UD UQCV PER 362 4,719 0 15 Mar 2017
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 842 5,841 0 05 Dec 2016

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