What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision?

15 March 2017

Alex Kendall

Papers citing "What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision?"

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Title
Out-of-Distribution Detection in Long-Tailed Recognition with Calibrated Outlier Class Learning Wenjun Miao Guansong Pang Tianqi Li Xiaolong Bai Jingyi Zheng OODD 37 14 0 17 Dec 2023
IntraSeismic: a coordinate-based learning approach to seismic inversion J. Romero W. Heidrich N. Luiken M. Ravasi 32 0 0 17 Dec 2023
Not Every Side Is Equal: Localization Uncertainty Estimation for Semi-Supervised 3D Object Detection Chuxin Wang Wenfei Yang Tianzhu Zhang 3DPC 31 5 0 16 Dec 2023
Overcome the Fear Of Missing Out: Active Sensing UAV Scanning for Precision Agriculture Marios Krestenitis Emmanuel K. Raptis Athanasios Ch. Kapoutsis Konstantinos Ioannidis Elias B. Kosmatopoulos S. Vrochidis 50 6 0 15 Dec 2023
Training of Neural Networks with Uncertain Data: A Mixture of Experts Approach Lucas Luttner UQCV 26 1 0 13 Dec 2023
uSF: Learning Neural Semantic Field with Uncertainty Vsevolod Skorokhodov Darya Drozdova Dmitry Yudin 34 0 0 13 Dec 2023
Uncertainty Visualization via Low-Dimensional Posterior Projections Omer Yair E. Nehme T. Michaeli UQCV 40 2 0 12 Dec 2023
Identifying Drivers of Predictive Aleatoric Uncertainty Pascal Iversen Simon Witzke Katharina Baum Bernhard Y. Renard UD 67 2 0 12 Dec 2023
CSL: Class-Agnostic Structure-Constrained Learning for Segmentation Including the Unseen Hao Zhang Fang Li Lu Qi Ming-Hsuan Yang Narendra Ahuja 52 11 0 09 Dec 2023
Uncertainty-aware Surrogate Models for Airfoil Flow Simulations with Denoising Diffusion Probabilistic Models Qiang Liu Nils Thuerey DiffM AI4CE 29 9 0 08 Dec 2023
Semi-Supervised Active Learning for Semantic Segmentation in Unknown Environments Using Informative Path Planning Julius Ruckin Federico Magistri C. Stachniss Marija Popović SSL 32 11 0 07 Dec 2023
Data-Centric Digital Agriculture: A Perspective R. Roscher Lukas Roth C. Stachniss Achim Walter 15 2 0 06 Dec 2023
Deep Ensembles Meets Quantile Regression: Uncertainty-aware Imputation for Time Series Ying Liu Peng Cui Wenbo Hu Richang Hong DiffM BDL AI4TS 22 1 0 03 Dec 2023
Second-Order Uncertainty Quantification: A Distance-Based Approach Yusuf Sale Viktor Bengs Michele Caprio Eyke Hüllermeier PER UQCV UD 32 19 0 02 Dec 2023
Adaptive Correspondence Scoring for Unsupervised Medical Image Registration Xiaoran Zhang J. Stendahl Lawrence H. Staib Albert J Sinusas Alex Wong James S. Duncan OOD 36 2 0 01 Dec 2023
Heteroscedastic Uncertainty Estimation Framework for Unsupervised Registration Xiaoran Zhang Daniel H. Pak S. Ahn Xiaoxiao Li Chenyu You Lawrence H. Staib Albert J Sinusas Alex Wong James S. Duncan UQCV 35 3 0 01 Dec 2023
Semi-supervised Semantic Segmentation via Boosting Uncertainty on Unlabeled Data Daoan Zhang Yunhao Luo Jiang Zhang UQCV 35 0 0 30 Nov 2023
On the Calibration of Human Pose Estimation Kerui Gu Rongyu Chen Angela Yao 42 7 0 28 Nov 2023
Scale-Dropout: Estimating Uncertainty in Deep Neural Networks Using Stochastic Scale Soyed Tuhin Ahmed K. Danouchi Michael Hefenbrock G. Prenat L. Anghel M. Tahoori UQCV BDL 31 7 0 27 Nov 2023
HypUC: Hyperfine Uncertainty Calibration with Gradient-boosted Corrections for Reliable Regression on Imbalanced Electrocardiograms Uddeshya Upadhyay S. Bade Arjun Puranik S. Asfahan Melwin Babu ... S. Asirvatham Ashim Prasad A. Rajasekharan S. Awasthi R. Barve OOD 23 3 0 23 Nov 2023
Class Uncertainty: A Measure to Mitigate Class Imbalance Z. S. Baltaci K. Oksuz S. Kuzucu K. Tezoren B. K. Konar A. Ozkan Emre Akbas Sinan Kalkan 87 2 0 23 Nov 2023
Uncertainty Estimation in Contrast-Enhanced MR Image Translation with Multi-Axis Fusion Ivo M. Baltruschat Parvaneh Janbakhshi Melanie Dohmen Matthias Lenga MedIm 41 2 0 20 Nov 2023
Leveraging Uncertainty Estimates To Improve Classifier Performance Gundeep Arora S. Merugu Anoop Saladi R. Rastogi 35 1 0 20 Nov 2023
Estimating Uncertainty in Landslide Segmentation Models S. Nagendra Chaopeng Shen Daniel Kifer UQCV 28 4 0 18 Nov 2023
Multimodal Indoor Localization Using Crowdsourced Radio Maps Zhaoguang Yi Xiangyu Wen Qiyue Xia Peize Li F. Zampella Firas Alsehly Chris Xiaoxuan Lu 33 0 0 17 Nov 2023
Enhancing the Reliability of Segment Anything Model for Auto-Prompting Medical Image Segmentation with Uncertainty Rectification Yichi Zhang Shiyao Hu Sijie Ren Chen Jiang Yuan Cheng Yuan Qi MedIm 28 3 0 17 Nov 2023
Using Cooperative Game Theory to Prune Neural Networks M. Diaz-Ortiz Benjamin Kempinski Daphne Cornelisse Yoram Bachrach Tal Kachman 46 2 0 17 Nov 2023
On the Overconfidence Problem in Semantic 3D Mapping J. M. C. Marques Albert Zhai Shenlong Wang Kris K. Hauser 3DPC 28 5 0 16 Nov 2023
On the Quantification of Image Reconstruction Uncertainty without Training Data Sirui Bi Victor Fung Jiaxin Zhang 26 1 0 16 Nov 2023
Introducing an Improved Information-Theoretic Measure of Predictive Uncertainty Kajetan Schweighofer L. Aichberger Mykyta Ielanskyi Sepp Hochreiter 31 11 0 14 Nov 2023
A Survey of Confidence Estimation and Calibration in Large Language Models Jiahui Geng Fengyu Cai Yuxia Wang Heinz Koeppl Preslav Nakov Iryna Gurevych UQCV 41 56 0 14 Nov 2023
NDDepth: Normal-Distance Assisted Monocular Depth Estimation and Completion Shuwei Shao Zhongcai Pei Weihai Chen Peter C. Y. Chen Zhengguo Li 30 5 0 13 Nov 2023
A Saliency-based Clustering Framework for Identifying Aberrant Predictions A. Tersol Montserrat Alexander R. Loftus Yael Daihes 12 0 0 11 Nov 2023
MonoProb: Self-Supervised Monocular Depth Estimation with Interpretable Uncertainty Rémi Marsal F. Chabot Angélique Loesch William Grolleau H. Sahbi MDE UQCV 41 7 0 10 Nov 2023
Improvements on Uncertainty Quantification for Node Classification via Distance-Based Regularization Russell Hart Linlin Yu Yifei Lou Feng Chen UQCV 27 4 0 10 Nov 2023
Active Transfer Learning for Efficient Video-Specific Human Pose Estimation Hiromu Taketsugu Norimichi Ukita 24 1 0 08 Nov 2023
Initialisation of Autonomous Aircraft Visual Inspection Systems via CNN-Based Camera Pose Estimation Xueyan Oh Leonard Kin Yung Loh Shaohui Foong Zhong Bao Andy Koh Kow Leong Ng Poh Kang Tan Pei Lin Pearlin Toh U-Xuan Tan 21 1 0 06 Nov 2023
Uncertainty Estimation for Safety-critical Scene Segmentation via Fine-grained Reward Maximization Hongzheng Yang Cheng Chen Yueyao Chen Markus Scheppach Hon-Chi Yip Qi Dou EDL UQCV 26 8 0 05 Nov 2023
Uncertainty Quantification of Deep Learning for Spatiotemporal Data: Challenges and Opportunities Wenchong He Zhe Jiang 32 1 0 04 Nov 2023
Equal Opportunity of Coverage in Fair Regression Fangxin Wang Lu Cheng Ruocheng Guo Kay Liu Philip S. Yu 27 14 0 03 Nov 2023
Conformal Policy Learning for Sensorimotor Control Under Distribution Shifts Huang Huang Satvik Sharma Antonio Loquercio Anastasios Nikolas Angelopoulos Kenneth Y. Goldberg Jitendra Malik 55 5 0 02 Nov 2023
Resilient Multiple Choice Learning: A learned scoring scheme with application to audio scene analysis Victor Letzelter Mathieu Fontaine Mickaël Chen Patrick Pérez S. Essid Ga¨el Richard 20 7 0 02 Nov 2023
Model Uncertainty based Active Learning on Tabular Data using Boosted Trees Sharath M Shankaranarayana 45 0 0 30 Oct 2023
Out-of-distribution Object Detection through Bayesian Uncertainty Estimation Tianhao Zhang Shenglin Wang N. Bouaynaya R. Calinescu Lyudmila Mihaylova OODD 21 2 0 29 Oct 2023
TIC-TAC: A Framework for Improved Covariance Estimation in Deep Heteroscedastic Regression Megh Shukla Mathieu Salzmann Alexandre Alahi 32 3 0 29 Oct 2023
Masked Space-Time Hash Encoding for Efficient Dynamic Scene Reconstruction Feng Wang Zilong Chen Guokang Wang Yafei Song Huaping Liu 3DGS 55 26 0 26 Oct 2023
A Hybrid Graph Network for Complex Activity Detection in Video Salman Khan Izzeddin Teeti Andrew Bradley Mohamed Elhoseiny Fabio Cuzzolin 34 2 0 26 Oct 2023
Adaptive Uncertainty Estimation via High-Dimensional Testing on Latent Representations Tsai Hor Chan Kin Wai Lau Jiajun Shen Guosheng Yin Lequan Yu UQCV OOD 19 2 0 25 Oct 2023
Data Optimization in Deep Learning: A Survey Ou Wu Rujing Yao 43 1 0 25 Oct 2023
Anatomically-aware Uncertainty for Semi-supervised Image Segmentation V. SukeshAdiga Jose Dolz H. Lombaert UQCV 26 24 0 24 Oct 2023