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?"

50 / 2,214 papers shown

Title
Bayes' Rays: Uncertainty Quantification for Neural Radiance Fields Lily Goli Cody Reading Silvia Sellán Alec Jacobson Andrea Tagliasacchi BDL UQCV 35 59 0 06 Sep 2023
Continual Evidential Deep Learning for Out-of-Distribution Detection Eduardo Aguilar Bogdan Raducanu Petia Radeva Joost van de Weijer OODD EDL 22 7 0 06 Sep 2023
Rail Crack Propagation Forecasting Using Multi-horizons RNNs Sara Yasmine Ouerk Olivier Vo Van Mouadh Yagoubi 20 2 0 04 Sep 2023
Group-Conditional Conformal Prediction via Quantile Regression Calibration for Crop and Weed Classification P. Melki Lionel Bombrun Boubacar Diallo Jérôme Dias Jean-Pierre da Costa 39 7 0 29 Aug 2023
Sparse Sampling Transformer with Uncertainty-Driven Ranking for Unified Removal of Raindrops and Rain Streaks Sixiang Chen Tian-Chun Ye Jinbin Bai Erkang Chen Jun Shi Lei Zhu 37 40 0 27 Aug 2023
Deep Learning for Visual Localization and Mapping: A Survey Changhao Chen Bing Wang Chris Xiaoxuan Lu Niki Trigoni Andrew Markham HAI 43 25 0 27 Aug 2023
Efficient Epistemic Uncertainty Estimation in Regression Ensemble Models Using Pairwise-Distance Estimators Lucas Berry David Meger UD 30 2 0 25 Aug 2023
POCO: 3D Pose and Shape Estimation with Confidence Sai Kumar Dwivedi Cordelia Schmid Hongwei Yi Michael J. Black Dimitrios Tzionas 3DH 11 16 0 24 Aug 2023
Single-shot Bayesian approximation for neural networks K. Brach Beate Sick Oliver Durr BDL UQCV 19 0 0 24 Aug 2023
Cross-Video Contextual Knowledge Exploration and Exploitation for Ambiguity Reduction in Weakly Supervised Temporal Action Localization Songchun Zhang Chunhui Zhao 45 2 0 24 Aug 2023
Uncertainty Estimation of Transformers' Predictions via Topological Analysis of the Attention Matrices Elizaveta Kostenok D. Cherniavskii Alexey Zaytsev 58 5 0 22 Aug 2023
CAME: Contrastive Automated Model Evaluation Ru Peng Qiuyang Duan Haobo Wang Jiachen Ma Yanbo Jiang Yongjun Tu Xiu Jiang Jun Zhao ELM 41 4 0 22 Aug 2023
Long-Term Prediction of Natural Video Sequences with Robust Video Predictors Luke Ditria Tom Drummond 51 0 0 21 Aug 2023
Deep Evidential Learning for Bayesian Quantile Regression F. B. Hüttel Filipe Rodrigues Francisco Câmara Pereira UD EDL BDL UQCV 23 5 0 21 Aug 2023
False Negative/Positive Control for SAM on Noisy Medical Images Xing Yao Han Liu Dewei Hu Daiwei Lu Ange Lou ... Gabriel Arenas Baris U. Oguz Nadav Schwartz Brett Byram I. Oguz MedIm 38 13 0 20 Aug 2023
Calibrating Uncertainty for Semi-Supervised Crowd Counting Chen Li Xiaoling Hu Shahira Abousamra Chao Chen 31 20 0 19 Aug 2023
Uncertainty-based quality assurance of carotid artery wall segmentation in black-blood MRI Elina Thibeau-Sutre Dieuwertje Alblas Sophie Buurman Christoph Brune J. Wolterink 11 2 0 18 Aug 2023
Machine-Learning Solutions for the Analysis of Single-Particle Diffusion Trajectories Henrik Seckler J. Szwabiński Ralf Metzler 19 25 0 18 Aug 2023
Discretization-Induced Dirichlet Posterior for Robust Uncertainty Quantification on Regression Xuanlong Yu Gianni Franchi Jindong Gu Emanuel Aldea UQCV 26 4 0 17 Aug 2023
D-IF: Uncertainty-aware Human Digitization via Implicit Distribution Field X. Yang Yihao Luo Yuliang Xiu Wen Wang Hao-Xuan Xu Zhaoxin Fan 3DH 94 26 0 17 Aug 2023
V-FUSE: Volumetric Depth Map Fusion with Long-Range Constraints Nathaniel Burgdorfer Philippos Mordohai MDE 31 1 0 17 Aug 2023
Improving Anomaly Segmentation with Multi-Granularity Cross-Domain Alignment Ji Zhang Xiao-Jun Wu Zhi-Qi Cheng Qin He Wei Li 35 5 0 16 Aug 2023
Ranking-aware Uncertainty for Text-guided Image Retrieval Junyang Chen Hanjiang Lai 29 7 0 16 Aug 2023
Benchmarking Scalable Epistemic Uncertainty Quantification in Organ Segmentation Jadie Adams Shireen Y. Elhabian UQCV 21 5 0 15 Aug 2023
Probabilistic MIMO U-Net: Efficient and Accurate Uncertainty Estimation for Pixel-wise Regression Anton Baumann Thomas Roßberg Michael Schmitt UQCV 30 1 0 14 Aug 2023
Distance Matters For Improving Performance Estimation Under Covariate Shift Mélanie Roschewitz Ben Glocker 27 1 0 14 Aug 2023
DELO: Deep Evidential LiDAR Odometry using Partial Optimal Transport Sk Aziz Ali Djamila Aouada Gerd Reis D. Stricker 21 3 0 14 Aug 2023
How inter-rater variability relates to aleatoric and epistemic uncertainty: a case study with deep learning-based paraspinal muscle segmentation Parinaz Roshanzamir H. Rivaz Joshua Ahn Hamza Mirza Neda Naghdi Meagan Anstruther M. C. Battié M. Fortin Yiming Xiao 29 3 0 14 Aug 2023
Shrinking Class Space for Enhanced Certainty in Semi-Supervised Learning Lihe Yang Zhen Zhao Lei Qi Yu Qiao Yinghuan Shi Hengshuang Zhao 19 15 0 13 Aug 2023
Uncertainty Quantification for Image-based Traffic Prediction across Cities Alexander Timans Nina Wiedemann Nishant Kumar Ye Hong Martin Raubal 20 1 0 11 Aug 2023
Out-of-Distribution Detection for Monocular Depth Estimation Julia Hornauer Adrian Holzbock Vasileios Belagiannis UQCV 35 4 0 11 Aug 2023
NP-SemiSeg: When Neural Processes meet Semi-Supervised Semantic Segmentation Jianfeng Wang Daniela Massiceti Xiaolin Hu Vladimir Pavlovic Thomas Lukasiewicz UQCV 39 3 0 05 Aug 2023
On the Calibration of Uncertainty Estimation in LiDAR-based Semantic Segmentation M. Dreissig Florian Piewak Joschka Boedecker UQCV 21 6 0 04 Aug 2023
ES-MVSNet: Efficient Framework for End-to-end Self-supervised Multi-View Stereo Qiang-feng Zhou Chaohui Yu Jingliang Li Yuang Liu Jing Wang Zhibin Wang 3DV 32 3 0 04 Aug 2023
UGainS: Uncertainty Guided Anomaly Instance Segmentation Alexey Nekrasov Alexander Hermans L. Kuhnert Bastian Leibe 34 11 0 03 Aug 2023
Quantification of Predictive Uncertainty via Inference-Time Sampling Katarína Tóthová Lubor Ladicky D. Thul Marc Pollefeys E. Konukoglu UQCV 22 0 0 03 Aug 2023
Incorporating Season and Solar Specificity into Renderings made by a NeRF Architecture using Satellite Images Michael Gableman A. Kak 30 8 0 02 Aug 2023
Three Factors to Improve Out-of-Distribution Detection Hyunjun Choi Jaeho Chung Hawook Jeong J. Choi OODD 28 2 0 02 Aug 2023
On the use of deep learning for phase recovery Kaiqiang Wang Li Song Chutian Wang Zhenbo Ren Guangyuan Zhao ... Jianglei Di George Barbastathis Renjie Zhou Jianlin Zhao E. Lam 26 72 0 02 Aug 2023
Body Knowledge and Uncertainty Modeling for Monocular 3D Human Body Reconstruction Yufei Zhang Hanjing Wang Jeffrey O. Kephart Q. Ji 3DH 24 9 0 01 Aug 2023
ELFNet: Evidential Local-global Fusion for Stereo Matching Jieming Lou Weide Liu Zhu Chen Fayao Liu Jun Cheng 33 23 0 01 Aug 2023
Learning to Generate Training Datasets for Robust Semantic Segmentation Marwane Hariat Olivier Laurent Rémi Kazmierczak Shihao Zhang Andrei Bursuc Angela Yao Gianni Franchi UQCV 21 2 0 01 Aug 2023
Capsa: A Unified Framework for Quantifying Risk in Deep Neural Networks Sadhana Lolla I. Elistratov Alejandro Perez Elaheh Ahmadi Daniela Rus Alexander Amini UQCV 30 0 0 01 Aug 2023
Investigating and Improving Latent Density Segmentation Models for Aleatoric Uncertainty Quantification in Medical Imaging M. Valiuddin Christiaan G. A. Viviers R. V. Sloun Peter H. N. de With Fons van der Sommen UQCV 41 2 0 31 Jul 2023
Uncertainty-Guided Spatial Pruning Architecture for Efficient Frame Interpolation Ri Cheng Xuhao Jiang Ruian He Shili Zhou Weimin Tan Bo Yan 48 2 0 31 Jul 2023
Uncertainty-Encoded Multi-Modal Fusion for Robust Object Detection in Autonomous Driving Yang Lou Qun Song Qian Xu Rui Tan Jianping Wang 27 1 0 30 Jul 2023
A survey on deep learning in medical image registration: new technologies, uncertainty, evaluation metrics, and beyond Junyu Chen Yihao Liu Shuwen Wei Zhangxing Bian Shalini Subramanian A. Carass Jerry L. Prince Yong Du OOD 48 36 0 28 Jul 2023
Understanding Silent Failures in Medical Image Classification Till J. Bungert L. Kobelke Paul F. Jaeger UQCV 38 4 0 27 Jul 2023
Rethinking Voice-Face Correlation: A Geometry View Xiang Li Yandong Wen Muqiao Yang Jinglu Wang Rita Singh Bhiksha Raj CVBM 3DH 31 6 0 26 Jul 2023
HeightFormer: Explicit Height Modeling without Extra Data for Camera-only 3D Object Detection in Bird's Eye View Yiming Wu Rui Li Zequn Qin Xinhai Zhao Xi Li 39 13 0 25 Jul 2023