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
OCCUQ: Exploring Efficient Uncertainty Quantification for 3D Occupancy Prediction Severin Heidrich Till Beemelmanns Alexey Nekrasov Bastian Leibe Lutz Eckstein 55 0 0 13 Mar 2025
GaussHDR: High Dynamic Range Gaussian Splatting via Learning Unified 3D and 2D Local Tone Mapping Jinfeng Liu Lingtong Kong Bo Li Dan Xu 3DGS 60 0 0 13 Mar 2025
Uncertainty-aware Long-tailed Weights Model the Utility of Pseudo-labels for Semi-supervised Learning Jiaqi Wu Junbiao Pang Qingming Huang 65 0 0 13 Mar 2025
L-FUSION: Laplacian Fetal Ultrasound Segmentation & Uncertainty Estimation J. Müller Robert Wright Thomas Day Lorenzo Venturini Samuel Budd Hadrien Reynaud J. Hajnal Reza Razavi B. Kainz MedIm 64 0 0 13 Mar 2025
Certainly Bot Or Not? Trustworthy Social Bot Detection via Robust Multi-Modal Neural Processes Qi Wu Yingguang Yang Hao Liu Hao Peng Buyun He Yutong Xia Yong Liao AAML 66 0 0 11 Mar 2025
Dynamic Scene Reconstruction: Recent Advance in Real-time Rendering and Streaming Jiaxuan Zhu Hao Tang 3DGS 3DH 3DV 89 0 0 11 Mar 2025
CATPlan: Loss-based Collision Prediction in End-to-End Autonomous Driving Ziliang Xiong Shipeng Liu Nathaniel Helgesen Joakim Johnander Per-Erik Forssén 64 0 0 10 Mar 2025
HybridReg: Robust 3D Point Cloud Registration with Hybrid Motions Keyu Du Hao Xu Haipeng Li Hong Qu Chi-Wing Fu Shuaicheng Liu 3DPC 3DH 48 0 0 10 Mar 2025
A Comprehensive Survey of Mixture-of-Experts: Algorithms, Theory, and Applications Siyuan Mu Sen Lin MoE 159 2 0 10 Mar 2025
LiDAR-enhanced 3D Gaussian Splatting Mapping Jian Shen Huai Yu Ji Wu Wen Yang Gui-Song Xia 3DGS 55 0 0 07 Mar 2025
A Helping (Human) Hand in Kinematic Structure Estimation Adrian Pfisterer Xing Li Vito Mengers Oliver Brock 52 0 0 07 Mar 2025
Four Principles for Physically Interpretable World Models Jordan Peper Zhenjiang Mao Yuang Geng Siyuan Pan Ivan Ruchkin 110 1 0 04 Mar 2025
Your Model is Overconfident, and Other Lies We Tell Ourselves Timothee Mickus Aman Sinha Raúl Vázquez 58 0 0 03 Mar 2025
A Guide to Failure in Machine Learning: Reliability and Robustness from Foundations to Practice Eric Heim Oren Wright David Shriver OOD FaML 68 0 0 01 Mar 2025
Damper-B-PINN: Damper Characteristics-Based Bayesian Physics-Informed Neural Network for Vehicle State Estimation Tianyi Zeng Tianyi Wang Junfeng Jiao Xinbo Chen AI4CE 84 0 0 28 Feb 2025
Guiding Quantitative MRI Reconstruction with Phase-wise Uncertainty Haozhong Sun Zhongsen Li Chenlin Du Haokun Li Yajie Wang Huijun Chen 62 0 0 28 Feb 2025
A Survey of Uncertainty Estimation Methods on Large Language Models Zhiqiu Xia Jinxuan Xu Yuqian Zhang Hang Liu 38 1 0 28 Feb 2025
Generative Uncertainty in Diffusion Models Metod Jazbec Eliot Wong-Toi Guoxuan Xia Dan Zhang Eric T. Nalisnick Stephan Mandt DiffM 49 0 0 28 Feb 2025
Revisiting Kernel Attention with Correlated Gaussian Process Representation Long Minh Bui Tho Tran Huu Duy-Tung Dinh T. Nguyen Trong Nghia Hoang 52 2 0 27 Feb 2025
Rethinking Epistemic and Aleatoric Uncertainty for Active Open-Set Annotation: An Energy-Based Approach Chen-Chen Zong Sheng-Jun Huang EDL 92 0 0 27 Feb 2025
Finer Disentanglement of Aleatoric Uncertainty Can Accelerate Chemical Histopathology Imaging Ji-Hun Oh Kianoush Falahkheirkhah Rohit Bhargava 57 0 0 27 Feb 2025
Multi-label out-of-distribution detection via evidential learning Eduardo Aguilar Bogdan Raducanu Petia Radeva OODD 58 0 0 25 Feb 2025
Convolutional neural networks for mineral prospecting through alteration mapping with remote sensing data E. Farahbakhsh Dakshi Goel Dhiraj Pimparkar R. Müller Rohitash Chandra 45 0 0 25 Feb 2025
Logit Disagreement: OoD Detection with Bayesian Neural Networks Kevin Raina UQCV BDL UD PER 66 0 0 24 Feb 2025
Towards Robust Probabilistic Modeling on SO(3) via Rotation Laplace Distribution Yingda Yin Jiangran Lyu Yang Wang Heru Wang H. Wang B. Chen OOD 102 4 0 24 Feb 2025
A calibration test for evaluating set-based epistemic uncertainty representations Mira Jürgens Thomas Mortier Eyke Hüllermeier Viktor Bengs Willem Waegeman 39 0 0 22 Feb 2025
Uncertainty-Aware Explanations Through Probabilistic Self-Explainable Neural Networks Jon Vadillo Roberto Santana J. A. Lozano Marta Z. Kwiatkowska BDL AAML 73 0 0 17 Feb 2025
Towards Self-Supervised Covariance Estimation in Deep Heteroscedastic Regression Megh Shukla Aziz Shameem Mathieu Salzmann Alexandre Alahi 44 1 0 14 Feb 2025
Conditional Distribution Quantization in Machine Learning Blaise Delattre Sylvain Delattre Alexandre Verine Alexandre Allauzen 53 0 0 11 Feb 2025
Revisiting Gradient-based Uncertainty for Monocular Depth Estimation Julia Hornauer Amir El-Ghoussani Vasileios Belagiannis UQCV 59 0 0 09 Feb 2025
Enhancing Hallucination Detection through Noise Injection Litian Liu Reza Pourreza Sunny Panchal Apratim Bhattacharyya Yao Qin Roland Memisevic HILM 81 3 0 06 Feb 2025
Optimal Subspace Inference for the Laplace Approximation of Bayesian Neural Networks Josua Faller Jörg Martin BDL 75 0 0 04 Feb 2025
Bayesian Approximation-Based Trajectory Prediction and Tracking with 4D Radar Dong-In Kim Dong-Hee Paek Seung-Hyun Song Seung-Hyun Kong 46 0 0 03 Feb 2025
Observation Noise and Initialization in Wide Neural Networks Sergio Calvo-Ordoñez Jonathan Plenk Richard Bergna Alvaro Cartea Jose Miguel Hernandez-Lobato Konstantina Palla Kamil Ciosek 61 1 0 03 Feb 2025
Reducing Aleatoric and Epistemic Uncertainty through Multi-modal Data Acquisition Arthur Hoarau Benjamin Quost Sébastien Destercke Willem Waegeman UQCV UD PER 72 0 0 30 Jan 2025
Glioma Multimodal MRI Analysis System for Tumor Layered Diagnosis via Multi-task Semi-supervised Learning Yong-Jin Liu Zhihao Cui Liming Li Junjie You Xinle Feng Jianxin Wang Xiangyu Wang Qing Liu Minghua Wu 60 1 0 29 Jan 2025
Trustworthy image-to-image translation: evaluating uncertainty calibration in unpaired training scenarios Ciaran Bench Emir Ahmed Spencer A. Thomas MedIm 41 0 0 29 Jan 2025
A Unified Evaluation Framework for Epistemic Predictions Shireen Kudukkil Manchingal Muhammad Mubashar Kaizheng Wang Fabio Cuzzolin UQCV 67 2 0 28 Jan 2025
CreINNs: Credal-Set Interval Neural Networks for Uncertainty Estimation in Classification Tasks Kaizheng Wang Keivan K1 Shariatmadar Shireen Kudukkil Manchingal Fabio Cuzzolin David Moens Hans Hallez UQCV BDL 95 12 0 28 Jan 2025
The Curious Case of Arbitrariness in Machine Learning Prakhar Ganesh Afaf Taik G. Farnadi 64 2 0 28 Jan 2025
BLoB: Bayesian Low-Rank Adaptation by Backpropagation for Large Language Models Yibin Wang Haizhou Shi Ligong Han Dimitris N. Metaxas Hao Wang BDL UQLM 116 8 0 28 Jan 2025
Towards Robust Unsupervised Attention Prediction in Autonomous Driving Mengshi Qi Xiaoyang Bi Pengfei Zhu Huadong Ma 55 0 0 25 Jan 2025
Neural Radiance Fields for the Real World: A Survey Wenhui Xiao Remi Chierchia Rodrigo Santa Cruz Xuesong Li David Ahmedt-Aristizabal Olivier Salvado Clinton Fookes Léo Lebrat AI4CE 89 0 0 22 Jan 2025
High-dimensional multimodal uncertainty estimation by manifold alignment:Application to 3D right ventricular strain computations Maxime Di Folco Gabriel Bernardino Patrick Clarysse Nicolas Duchateau 72 1 0 21 Jan 2025
Classifier Ensemble for Efficient Uncertainty Calibration of Deep Neural Networks for Image Classification Michael Schulze Nikolas Ebert Laurenz Reichardt Oliver Wasenmüller UQCV 47 0 0 20 Jan 2025
A Critical Synthesis of Uncertainty Quantification and Foundation Models in Monocular Depth Estimation S. Landgraf Rongjun Qin Markus Ulrich UQCV 78 0 0 14 Jan 2025
Uncertainty-Aware Online Extrinsic Calibration: A Conformal Prediction Approach Mathieu Cocheteux Julien Moreau Franck Davoine 49 1 0 12 Jan 2025
NVS-SQA: Exploring Self-Supervised Quality Representation Learning for Neurally Synthesized Scenes without References Qiang Qu Yiran Shen Xiaoming Chen Yuk Ying Chung Weidong (Tom) Cai Tongliang Liu AI4TS 53 0 0 11 Jan 2025
Analog Bayesian neural networks are insensitive to the shape of the weight distribution Ravi G. Patel T. Xiao S. Agarwal C. Bennett 38 0 0 09 Jan 2025
GUPNet++: Geometry Uncertainty Propagation Network for Monocular 3D Object Detection Yan Lu Xinzhu Ma Lei Yang Tianzhu Zhang Yating Liu Qi Chu Tong He Yonghui Li W. Ouyang 61 3 0 08 Jan 2025