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Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles

5 December 2016

Balaji Lakshminarayanan

Alexander Pritzel

Papers citing "Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles"

50 / 3,224 papers shown

Title
Mask-TS Net: Mask Temperature Scaling Uncertainty Calibration for Polyp Segmentation Yudian Zhang Chenhao Xu Kaiye Xu Haijiang Zhu 71 0 0 09 May 2024
Selective Classification Under Distribution Shifts Hengyue Liang Le Peng Ju Sun UQCV 101 2 0 08 May 2024
General Place Recognition Survey: Towards Real-World Autonomy Peng Yin Jianhao Jiao Shiqi Zhao Lingyun Xu Guoquan Huang Howie Choset Sebastian A. Scherer Jianda Han 178 6 0 08 May 2024
RACER: Epistemic Risk-Sensitive RL Enables Fast Driving with Fewer Crashes Kyle Stachowicz Sergey Levine 68 7 0 07 May 2024
Tiny Deep Ensemble: Uncertainty Estimation in Edge AI Accelerators via Ensembling Normalization Layers with Shared Weights Soyed Tuhin Ahmed Michael Hefenbrock M. Tahoori UQCV 71 1 0 07 May 2024
Weakly-Supervised Residual Evidential Learning for Multi-Instance Uncertainty Estimation Pei Liu Luping Ji EDL 90 4 0 07 May 2024
Uncertainty Quantification Metrics for Deep Regression Simon Kristoffersson Lind Ziliang Xiong Per-Erik Forssén Volker Kruger UQCV 77 6 0 07 May 2024
Intelligent Cardiac Auscultation for Murmur Detection via Parallel-Attentive Models with Uncertainty Estimation Zixing Zhang Tao Pang Jing Han Björn W. Schuller 64 1 0 07 May 2024
Collaborative Intelligence in Sequential Experiments: A Human-in-the-Loop Framework for Drug Discovery Jinghai He Cheng Hua Yingfei Wang Zeyu Zheng 67 0 0 07 May 2024
Information-driven Affordance Discovery for Efficient Robotic Manipulation Pietro Mazzaglia Taco Cohen Daniel Dijkman 130 2 0 06 May 2024
Gaussian Stochastic Weight Averaging for Bayesian Low-Rank Adaptation of Large Language Models Emre Onal Klemens Flöge Emma Caldwell A. Sheverdin Vincent Fortuin UQCV BDL 134 12 0 06 May 2024
Tilt your Head: Activating the Hidden Spatial-Invariance of Classifiers Johann Schmidt Sebastian Stober 98 1 0 06 May 2024
The Role of Predictive Uncertainty and Diversity in Embodied AI and Robot Learning Ransalu Senanayake 96 9 0 06 May 2024
Tree-based Ensemble Learning for Out-of-distribution Detection Zhaiming Shen Menglun Wang Guang Cheng Ming-Jun Lai Lin Mu Ruihao Huang Qi Liu Hao Zhu OODD 50 0 0 05 May 2024
Reliable Interval Prediction of Minimum Operating Voltage Based on On-chip Monitors via Conformalized Quantile Regression Yuxuan Yin Xiaoxiao Wang Rebecca Chen Chen He Peng Li 63 3 0 03 May 2024
Error-Driven Uncertainty Aware Training Pedro Mendes Paolo Romano David Garlan UQCV 102 2 0 02 May 2024
Decoupling Feature Extraction and Classification Layers for Calibrated Neural Networks Mikkel Jordahn Pablo Olmos 99 1 0 02 May 2024
CoViS-Net: A Cooperative Visual Spatial Foundation Model for Multi-Robot Applications J. Blumenkamp Steven D. Morad Jennifer Gielis Amanda Prorok 91 5 0 02 May 2024
Uncertainty for Active Learning on Graphs Dominik Fuchsgruber Tom Wollschlager Bertrand Charpentier Antonio Oroz Stephan Günnemann 162 11 0 02 May 2024
A Survey on Deep Active Learning: Recent Advances and New Frontiers Dongyuan Li Zhen Wang Yankai Chen Xue Liu Weiping Ding Manabu Okumura 174 32 0 01 May 2024
Improving Interpretability of Deep Active Learning for Flood Inundation Mapping Through Class Ambiguity Indices Using Multi-spectral Satellite Imagery Hyunho Lee Wenwen Li AI4CE 82 11 0 29 Apr 2024
Predicting Safety Misbehaviours in Autonomous Driving Systems using Uncertainty Quantification Ruben Grewal Paolo Tonella Andrea Stocco 133 13 0 29 Apr 2024
Out-of-distribution Detection in Medical Image Analysis: A survey Zesheng Hong Yubiao Yue Yubin Chen Lele Cong Huanjie Lin ... Jialong Xu Xiaoqi Yang Hechang Chen Zhenzhang Li Sihong Xie OOD 105 7 0 28 Apr 2024
Random Walk on Pixel Manifolds for Anomaly Segmentation of Complex Driving Scenes Zelong Zeng Kaname Tomite 82 1 0 27 Apr 2024
Making Better Use of Unlabelled Data in Bayesian Active Learning Freddie Bickford-Smith Adam Foster Tom Rainforth 110 4 0 26 Apr 2024
Sensor Response-Time Reduction using Long-Short Term Memory Network Forecasting Simon J. Ward M. Baljevic Sharon M. Weiss OOD 27 0 0 26 Apr 2024
DiffSeg: A Segmentation Model for Skin Lesions Based on Diffusion Difference Zhihao Shuai Yinan Chen Shunqiang Mao Yihan Zho Xiaohong Zhang MedIm 68 2 0 25 Apr 2024
COBRA - COnfidence score Based on shape Regression Analysis for method-independent quality assessment of object pose estimation from single images Panagiotis Sapoutzoglou Georgios Giapitzakis Tzintanos G. Terzakis Maria Pateraki 86 0 0 25 Apr 2024
Offline Reinforcement Learning with Behavioral Supervisor Tuning Padmanaba Srinivasan William J. Knottenbelt OffRL 67 2 0 25 Apr 2024
Fast Ensembling with Diffusion Schrödinger Bridge Hyunsu Kim Jongmin Yoon Juho Lee FedML UQCV 86 1 0 24 Apr 2024
A Hybrid Probabilistic Battery Health Management Approach for Robust Inspection Drone Operations Jokin Alcibar J. Aizpurua E. Zugasti Oier Penagarikano 55 1 0 24 Apr 2024
Annotator-Centric Active Learning for Subjective NLP Tasks Michiel van der Meer Neele Falk P. Murukannaiah Enrico Liscio 98 9 0 24 Apr 2024
Machine Learning Techniques for MRI Data Processing at Expanding Scale Taro Langner 85 0 0 22 Apr 2024
Generalization of Task Parameterized Dynamical Systems using Gaussian Process Transportation Giovanni Franzese Ravi Prakash Jens Kober OOD 62 2 0 20 Apr 2024
Machine Learning-Guided Design of Non-Reciprocal and Asymmetric Elastic Chiral Metamaterials Lingxiao Yuan Emma Lejeune Harold S. Park 80 0 0 19 Apr 2024
QUTE: Quantifying Uncertainty in TinyML models with Early-exit-assisted ensembles N. Ghanathe Steve Wilton UQCV 78 0 0 19 Apr 2024
Full Shot Predictions for the DIII-D Tokamak via Deep Recurrent Networks I. Char Youngseog Chung J. Abbate E. Kolemen Jeff Schneider 78 6 0 18 Apr 2024
Variational Bayesian Last Layers James Harrison John Willes Jasper Snoek BDL UQCV 149 34 0 17 Apr 2024
Criteria for Uncertainty-based Corner Cases Detection in Instance Segmentation Florian Heidecker A. El-khateeb Maarten Bieshaar Bernhard Sick 87 0 0 17 Apr 2024
BayesJudge: Bayesian Kernel Language Modelling with Confidence Uncertainty in Legal Judgment Prediction Ubaid Azam Imran Razzak Shelly Vishwakarma Hakim Hacid Dell Zhang Shoaib Jameel UQCV ELM BDL 72 0 0 16 Apr 2024
Consistency and Uncertainty: Identifying Unreliable Responses From Black-Box Vision-Language Models for Selective Visual Question Answering Zaid Khan Yun Fu AAML 83 10 0 16 Apr 2024
Direct Training Needs Regularisation: Anytime Optimal Inference Spiking Neural Network Dengyu Wu Yi Qi Kaiwen Cai Gao Jin Xinping Yi Xiaowei Huang 96 3 0 15 Apr 2024
Uncertainty Quantification in Detecting Choroidal Metastases on MRI via Evolutionary Strategies Bala McRae-Posani Andrei Holodny H. Shalu J. Stember MedIm 188 0 0 12 Apr 2024
Combining Statistical Depth and Fermat Distance for Uncertainty Quantification Hai-Vy Nguyen Fabrice Gamboa Reda Chhaibi Sixin Zhang Serge Gratton Thierry Giaccone FedML UQCV 61 0 0 12 Apr 2024
Uncertainty Aware Tropical Cyclone Wind Speed Estimation from Satellite Data Nils Lehmann N. Gottschling Stefan Depeweg Eric T. Nalisnick 93 1 0 12 Apr 2024
Post-Hoc Reversal: Are We Selecting Models Prematurely? Rishabh Ranjan Saurabh Garg Mrigank Raman Carlos Guestrin Zachary Chase Lipton 78 0 0 11 Apr 2024
Rethinking Out-of-Distribution Detection for Reinforcement Learning: Advancing Methods for Evaluation and Detection L. Nasvytis Kai Sandbrink Jakob N. Foerster Tim Franzmeyer Christian Schroeder de Witt OffRL OODD 53 9 0 10 Apr 2024
Monocular 3D lane detection for Autonomous Driving: Recent Achievements, Challenges, and Outlooks Fulong Ma Weiqing Qi Guoyang Zhao Linwei Zheng Sheng Wang Yuxuan Liu Ming-Yuan Liu 135 10 0 10 Apr 2024
Hierarchical Insights: Exploiting Structural Similarities for Reliable 3D Semantic Segmentation M. Dreissig Florian Piewak Joschka Boedecker 78 1 0 09 Apr 2024
Deep Learning-Based Out-of-distribution Source Code Data Identification: How Far Have We Gone? Van Nguyen Xingliang Yuan Tingmin Wu Surya Nepal M. Grobler Carsten Rudolph 91 1 0 09 Apr 2024