v1v2v3 (latest)

Training-Free Uncertainty Estimation for Dense Regression: Sensitivity as a Surrogate

AAAI Conference on Artificial Intelligence (AAAI), 2019

28 September 2019

Lu Mi

Papers citing "Training-Free Uncertainty Estimation for Dense Regression: Sensitivity as a Surrogate"

21 / 21 papers shown

Title
Towards Trustworthy Vital Sign Forecasting: Leveraging Uncertainty for Prediction Intervals Li Wang T. Henderson Yew Soon Ong Yih Yng Ng Xiuyi Fan 157 0 0 01 Sep 2025
TokUR: Token-Level Uncertainty Estimation for Large Language Model Reasoning Tunyu Zhang Haizhou Shi Yibin Wang Hengyi Wang Xiaoxiao He ... Ligong Han Kai Xu Huatian Zhang Dimitris N. Metaxas Hao Wang LRM 412 5 0 16 May 2025
Hyperdimensional Uncertainty Quantification for Multimodal Uncertainty Fusion in Autonomous Vehicles PerceptionComputer Vision and Pattern Recognition (CVPR), 2025 Luke Chen Junyao Wang Trier Mortlock Pramod P. Khargonekar M. A. Al Faruque UQCV 382 1 0 25 Mar 2025
Unsupervised and Source-Free Ranking of Biomedical Segmentation Models Joshua Talks Kevin Marchesini Luca Lumetti Federico Bolelli Anna Kreshuk 779 0 0 01 Mar 2025
Revisiting Gradient-based Uncertainty for Monocular Depth EstimationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025 Julia Hornauer Amir El-Ghoussani Vasileios Belagiannis UQCV 253 3 0 09 Feb 2025
Uncertainty Quantification With Noise Injection in Neural Networks: A Bayesian Perspective Xueqiong Yuan Jipeng Li E. Kuruoglu UQCV BDL 233 1 0 21 Jan 2025
A Critical Synthesis of Uncertainty Quantification and Foundation Models in Monocular Depth Estimation S. Landgraf Rongjun Qin Markus Ulrich UQCV 259 3 0 14 Jan 2025
A Survey on Uncertainty Quantification of Large Language Models: Taxonomy, Open Research Challenges, and Future DirectionsACM Computing Surveys (ACM CSUR), 2024 Ola Shorinwa Zhiting Mei Justin Lidard Allen Z. Ren Anirudha Majumdar HILM LRM 367 19 0 07 Dec 2024
Diffusion Model Guided Sampling with Pixel-Wise Aleatoric Uncertainty EstimationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024 Michele De Vita Vasileios Belagiannis DiffM 363 3 0 29 Nov 2024
Epistemic Uncertainty Quantification For Pre-trained Neural Network Hanjing Wang Qiang Ji UQCV 146 6 0 15 Apr 2024
Self-Expansion of Pre-trained Models with Mixture of Adapters for Continual Learning Huiyi Wang Haodong Lu Lina Yao Dong Gong KELM CLL 284 24 0 27 Mar 2024
ADU-Depth: Attention-based Distillation with Uncertainty Modeling for Depth EstimationConference on Robot Learning (CoRL), 2023 Zizhang Wu Zhuozheng Li Zhi-Gang Fan Yunzhe Wu Xiaoquan Wang Rui Tang Jian Pu 263 2 0 26 Sep 2023
Discretization-Induced Dirichlet Posterior for Robust Uncertainty Quantification on RegressionAAAI Conference on Artificial Intelligence (AAAI), 2023 Xuanlong Yu Gianni Franchi Jindong Gu Emanuel Aldea UQCV 225 7 0 17 Aug 2023
Measuring and Modeling Uncertainty Degree for Monocular Depth Estimation Mochu Xiang Jing Zhang Nick Barnes Yuchao Dai UQCV 149 6 0 19 Jul 2023
Variational Imbalanced Regression: Fair Uncertainty Quantification via Probabilistic SmoothingNeural Information Processing Systems (NeurIPS), 2023 Ziyan Wang Hao Wang UQCV 507 0 0 11 Jun 2023
ZigZag: Universal Sampling-free Uncertainty Estimation Through Two-Step Inference Nikita Durasov Nik Dorndorf Hieu M. Le Pascal Fua UQCV 247 17 0 21 Nov 2022
Knowing What to Label for Few Shot Microscopy Image Cell SegmentationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022 Youssef Dawoud Arij Bouazizi Katharina Ernst G. Carneiro Vasileios Belagiannis 98 6 0 18 Nov 2022
SmOOD: Smoothness-based Out-of-Distribution Detection Approach for Surrogate Neural Networks in Aircraft DesignInternational Conference on Automated Software Engineering (ASE), 2022 Houssem Ben Braiek Ali Tfaily Foutse Khomh Thomas Reid Ciro Guida 207 0 0 07 Sep 2022
Gradient-based Uncertainty for Monocular Depth EstimationEuropean Conference on Computer Vision (ECCV), 2022 Julia Hornauer Vasileios Belagiannis UQCV 211 33 0 03 Aug 2022
Latent Discriminant deterministic UncertaintyEuropean Conference on Computer Vision (ECCV), 2022 Gianni Franchi Xuanlong Yu Andrei Bursuc Emanuel Aldea Séverine Dubuisson David Filliat UQCV 184 18 0 20 Jul 2022
Self-supervised Remote Sensing Images Change Detection at Pixel-level Yuxing Chen Lorenzo Bruzzone SSL 190 20 0 18 May 2021