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
Partial-Label Learning with a Reject Option Tobias Fuchs Florian Kalinke Klemens Bohm 47 0 0 08 Jan 2025
DistPred: A Distribution-Free Probabilistic Inference Method for Regression and Forecasting Daojun Liang Haixia Zhang Dongfeng Yuan UQCV 77 0 0 08 Jan 2025
Reweighting Improves Conditional Risk Bounds Yikai Zhang Jiahe Lin Fengpei Li Songzhu Zheng Anant Raj Anderson Schneider Yuriy Nevmyvaka 31 0 0 04 Jan 2025
Uncertainty and Energy based Loss Guided Semi-Supervised Semantic Segmentation Rini Smita Thakur Vinod K. Kurmi UQCV 39 1 0 03 Jan 2025
Bayesian NeRF: Quantifying Uncertainty with Volume Density for Neural Implicit Fields Sibeak Lee Kyeongsu Kang Seongbo Ha Hyeonwoo Yu BDL 81 0 0 03 Jan 2025
Self-Supervised Likelihood Estimation with Energy Guidance for Anomaly Segmentation in Urban Scenes Yuanpeng Tu Yuxi Li Boshen Zhang Liang Liu Jingyang Zhang Yishuo Wang C. Zhao 61 3 0 03 Jan 2025
Uncertainty separation via ensemble quantile regression Navid Ansari Hans-Peter Seidel Vahid Babaei UD UQCV 84 0 0 18 Dec 2024
Learning Visuotactile Estimation and Control for Non-prehensile Manipulation under Occlusions Juan Del Aguila Ferrandis João Moura S. Vijayakumar 78 4 0 17 Dec 2024
Extrapolating Jet Radiation with Autoregressive Transformers A. Butter François Charton Javier Marino Villadamigo Ayodele Ore Tilman Plehn Jonas Spinner 83 0 0 16 Dec 2024
Sonar-based Deep Learning in Underwater Robotics: Overview, Robustness and Challenges Martin Aubard Ana Madureira Luis F. Teixeira José Pinto AAML 80 2 0 16 Dec 2024
Stabilizing Reinforcement Learning in Differentiable Multiphysics Simulation Eliot Xing Vernon Luk Jean Oh 84 0 0 16 Dec 2024
U-FaceBP: Uncertainty-aware Bayesian Ensemble Deep Learning for Face Video-based Blood Pressure Measurement Yusuke Akamatsu Terumi Umematsu Hitoshi Imaoka CVBM 82 0 0 14 Dec 2024
DualPM: Dual Posed-Canonical Point Maps for 3D Shape and Pose Reconstruction Ben Kaye Tomas Jakab Shangzhe Wu Christian Rupprecht Andrea Vedaldi 3DPC 3DH 102 1 0 05 Dec 2024
Towards Understanding and Quantifying Uncertainty for Text-to-Image Generation Gianni Franchi Dat Nguyen Trong Nacim Belkhir Guoxuan Xia Andrea Pilzer UQLM 78 0 0 04 Dec 2024
Data Uncertainty-Aware Learning for Multimodal Aspect-based Sentiment Analysis Hao Yang Zhenyu Zhang Yanyan Zhao Bing Qin 71 0 0 02 Dec 2024
Real-Time Metric-Semantic Mapping for Autonomous Navigation in Outdoor Environments Jianhao Jiao R. Geng Yuanhang Li Ren Xin Bowen Yang Jin Wu Lujia Wang M. Liu Rui Fan Dimitrios Kanoulas 77 7 0 30 Nov 2024
Uni-SLAM: Uncertainty-Aware Neural Implicit SLAM for Real-Time Dense Indoor Scene Reconstruction Shaoxiang Wang Yaxu Xie Chun-Peng Chang Christen Millerdurai A. Pagani Didier Stricker 67 1 0 29 Nov 2024
Investigating Plausibility of Biologically Inspired Bayesian Learning in ANNs Ram Zaveri CLL 70 0 0 27 Nov 2024
Exploring Aleatoric Uncertainty in Object Detection via Vision Foundation Models Peng Cui Guande He Dan Zhang Zhijie Deng Yinpeng Dong Jun Zhu 89 1 0 26 Nov 2024
A Review of Bayesian Uncertainty Quantification in Deep Probabilistic Image Segmentation M. Valiuddin R. V. Sloun C.G.A. Viviers Peter H. N. de With Fons van der Sommen UQCV 91 1 0 25 Nov 2024
Uncertainty-Aware Regularization for Image-to-Image Translation Anuja Vats I. Farup Marius Pedersen Kiran Raja MedIm 78 0 0 24 Nov 2024
SPA: Efficient User-Preference Alignment against Uncertainty in Medical Image Segmentation Jiayuan Zhu Junde Wu Cheng Ouyang Konstantinos Kamnitsas Alison Noble 72 0 0 23 Nov 2024
Prior-based Objective Inference Mining Potential Uncertainty for Facial Expression Recognition Hanwei Liu Huiling Cai Qingcheng Lin Xuefeng Li Hui Xiao 3DH 78 0 0 20 Nov 2024
Mitigating Relative Over-Generalization in Multi-Agent Reinforcement Learning Ting Zhu Yue Jin Jeremie Houssineau Giovanni Montana 36 0 0 17 Nov 2024
Inherently Interpretable and Uncertainty-Aware Models for Online Learning in Cyber-Security Problems Benjamin Kolicic Alberto Caron Chris Hicks V. Mavroudis AI4CE 50 0 0 14 Nov 2024
UNSCT-HRNet: Modeling Anatomical Uncertainty for Landmark Detection in Total Hip Arthroplasty Jiaxin Wan Lin Liu Haoran Wang Liangwei Li Wei Li ... Xiangbo Shu Qingbin Liu Jing Zhang Xiaohui Du Ruqian Hao 26 0 0 13 Nov 2024
Arctique: An artificial histopathological dataset unifying realism and controllability for uncertainty quantification Jannik Franzen Claudia Winklmayr Vanessa Emanuela Guarino Christoph Karg Xiaoyan Yu Nora Koreuber Jan P. Albrecht Philip Bischoff Dagmar Kainmueller 43 0 0 11 Nov 2024
vMF-Contact: Uncertainty-aware Evidential Learning for Probabilistic Contact-grasp in Noisy Clutter Yitian Shi Edgar Welte Maximilian Gilles Rania Rayyes 38 3 0 06 Nov 2024
Generative Unfolding with Distribution Mapping A. Butter S. Diefenbacher Nathan Huetsch Vinicius Mikuni Benjamin Nachman Sofia Palacios Schweitzer Tilman Plehn DiffM 41 1 0 04 Nov 2024
LGU-SLAM: Learnable Gaussian Uncertainty Matching with Deformable Correlation Sampling for Deep Visual SLAM Yucheng Huang Luping Ji Hudong Liu Mao Ye 43 0 0 30 Oct 2024
CausAdv: A Causal-based Framework for Detecting Adversarial Examples Hichem Debbi CML AAML 44 1 0 29 Oct 2024
Long-Tailed Out-of-Distribution Detection via Normalized Outlier Distribution Adaptation Wenjun Miao Guansong Pang Jin Zheng Xiao Bai OODD 45 1 0 28 Oct 2024
Rethinking the Uncertainty: A Critical Review and Analysis in the Era of Large Language Models Mohammad Beigi Sijia Wang Ying Shen Zihao Lin Adithya Kulkarni ... Ming Jin Jin-Hee Cho Dawei Zhou Chang-Tien Lu Lifu Huang 31 1 0 26 Oct 2024
Uncertainty-Error correlations in Evidential Deep Learning models for biomedical segmentation Hai Siong Tan Kuancheng Wang R. Mcbeth UQCV 28 0 0 24 Oct 2024
Few-shot NeRF by Adaptive Rendering Loss Regularization Qingshan Xu Xuanyu Yi Jianyao Xu Wenbing Tao Yew-Soon Ong Hanwang Zhang 27 6 0 23 Oct 2024
Agent-to-Sim: Learning Interactive Behavior Models from Casual Longitudinal Videos Gengshan Yang Andrea Bajcsy Shunsuke Saito Angjoo Kanazawa VGen 36 2 0 21 Oct 2024
Constrained Recurrent Bayesian Forecasting for Crack Propagation Sara Yasmine Ouerk Olivier Vo Van Mouadh Yagoubi 32 0 0 18 Oct 2024
Probabilistic U-Net with Kendall Shape Spaces for Geometry-Aware Segmentations of Images Jiyoung Park Günay Doğan UQCV 24 0 0 17 Oct 2024
Cocoon: Robust Multi-Modal Perception with Uncertainty-Aware Sensor Fusion Minkyoung Cho Yulong Cao Jiachen Sun Qingzhao Zhang Marco Pavone Jeong Joon Park Heng Yang Z. Morley Mao 39 0 0 16 Oct 2024
Ctrl-U: Robust Conditional Image Generation via Uncertainty-aware Reward Modeling Guiyu Zhang Huan-ang Gao Zijian Jiang Hao Zhao Zhedong Zheng EGVM 52 6 0 15 Oct 2024
SAMPa: Sharpness-aware Minimization Parallelized Wanyun Xie Thomas Pethick V. Cevher 33 1 0 14 Oct 2024
Probabilistic Degeneracy Detection for Point-to-Plane Error Minimization Johan Hatleskog Kostas Alexis 3DPC 47 2 0 14 Oct 2024
Bayesian Sheaf Neural Networks Patrick Gillespie Vasileios Maroulas Ioannis Schizas 21 1 0 12 Oct 2024
Uncertainty Estimation and Out-of-Distribution Detection for LiDAR Scene Semantic Segmentation Hanieh Shojaei Qianqian Zou Max Mehltretter UQCV 28 0 0 11 Oct 2024
Hierarchical Uncertainty Estimation for Learning-based Registration in Neuroimaging Xiaoling Hu Karthik Gopinath Peirong Liu Malte Hoffmann Koen van Leemput Oula Puonti J. Iglesias OOD UQCV 43 0 0 11 Oct 2024
Temporal-Difference Variational Continual Learning Luckeciano C. Melo Alessandro Abate Yarin Gal BDL CLL VLM 46 0 0 10 Oct 2024
Bridging Today and the Future of Humanity: AI Safety in 2024 and Beyond Shanshan Han 87 1 0 09 Oct 2024
Robust Domain Generalisation with Causal Invariant Bayesian Neural Networks Gaël Gendron Michael Witbrock Gillian Dobbie CML BDL OOD 41 0 0 08 Oct 2024
TapType: Ten-finger text entry on everyday surfaces via Bayesian inference Paul Streli Jiaxi Jiang A. Fender Manuel Meier Hugo Romat Christian Holz 36 39 0 08 Oct 2024
Lost in Tracking: Uncertainty-guided Cardiac Cine MRI Segmentation at Right Ventricle Base Yidong Zhao Yi Zhang Orlando Simonetti Yuchi Han Qian Tao 54 1 0 04 Oct 2024