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
Uncertainty Quantification on Graph Learning: A Survey Chao Chen Chenghua Guo Rui Xu Xiangwen Liao Xi Zhang Sihong Xie Hui Xiong Mohit Bansal AI4CE 37 1 0 23 Apr 2024
Machine Learning Techniques for MRI Data Processing at Expanding Scale Taro Langner 35 0 0 22 Apr 2024
Quantifying Aleatoric and Epistemic Uncertainty with Proper Scoring Rules Paul Hofman Yusuf Sale Eyke Hüllermeier UQCV UD PER 46 5 0 18 Apr 2024
Conformal Semantic Image Segmentation: Post-hoc Quantification of Predictive Uncertainty Luca Mossina Joseba Dalmau Léo Andéol UQCV 40 13 0 16 Apr 2024
Awareness of uncertainty in classification using a multivariate model and multi-views Alexey Kornaev E. Kornaeva Oleg Ivanov Ilya S. Pershin Danis Alukaev UQCV EDL 44 0 0 16 Apr 2024
Language Model Cascades: Token-level uncertainty and beyond Neha Gupta Harikrishna Narasimhan Wittawat Jitkrittum A. S. Rawat A. Menon Sanjiv Kumar UQLM 53 42 0 15 Apr 2024
Task-Driven Exploration: Decoupling and Inter-Task Feedback for Joint Moment Retrieval and Highlight Detection Jin Yang Ping Wei Huan Li Ziyang Ren 56 8 0 14 Apr 2024
Trustworthy Multimodal Fusion for Sentiment Analysis in Ordinal Sentiment Space Zhuyang Xie Yan Yang Jie Wang Xiaorong Liu Xiaofan Li 42 7 0 13 Apr 2024
Enhancing Fairness and Performance in Machine Learning Models: A Multi-Task Learning Approach with Monte-Carlo Dropout and Pareto Optimality Khadija Zanna Akane Sano FaML 49 1 0 12 Apr 2024
Tackling Ambiguity from Perspective of Uncertainty Inference and Affinity Diversification for Weakly Supervised Semantic Segmentation Zhiwei Yang Yucong Meng Kexue Fu Shuo Wang Zhijian Song 34 4 0 12 Apr 2024
Joint Conditional Diffusion Model for Image Restoration with Mixed Degradations Yufeng Yue Meng Yu Luojie Yang Yi Yang DiffM 37 1 0 11 Apr 2024
Fast Encoder-Based 3D from Casual Videos via Point Track Processing Yoni Kasten Wuyue Lu Haggai Maron 3DPC 37 2 0 10 Apr 2024
An Evidential-enhanced Tri-Branch Consistency Learning Method for Semi-supervised Medical Image Segmentation Zhenxi Zhang Heng Zhou Xiaoran Shi Ran Ran Chunna Tian Feng Zhou 33 7 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 Liu 82 9 0 10 Apr 2024
Hierarchical Insights: Exploiting Structural Similarities for Reliable 3D Semantic Segmentation M. Dreissig Florian Piewak Joschka Boedecker 35 1 0 09 Apr 2024
Focused Active Learning for Histopathological Image Classification Arne Schmidt Pablo Morales-Álvarez Lee A.D. Cooper L. Newberg A. Enquobahrie Aggelos K. Katsaggelos Rafael Molina 38 6 0 06 Apr 2024
A self-attention model for robust rigid slice-to-volume registration of functional MRI Samah Khawaled Simon K. Warfield Moti Freiman 48 1 0 06 Apr 2024
Beyond the Known: Adversarial Autoencoders in Novelty Detection Muhammad Asad Ihsan Ullah Ganesh Sistu Michael G. Madden AAML UQCV 26 0 0 06 Apr 2024
MonoCD: Monocular 3D Object Detection with Complementary Depths Longfei Yan Pei Yan Shengzhou Xiong Xuanyu Xiang Yihua Tan MDE 34 26 0 04 Apr 2024
On the Importance of Uncertainty in Decision-Making with Large Language Models Nicolò Felicioni Lucas Maystre Sina Ghiassian K. Ciosek LLMAG 37 2 0 03 Apr 2024
NVINS: Robust Visual Inertial Navigation Fused with NeRF-augmented Camera Pose Regressor and Uncertainty Quantification Juyeop Han Lukas Lao Beyer G. V. Cavalheiro S. Karaman 26 2 0 01 Apr 2024
On the Estimation of Image-matching Uncertainty in Visual Place Recognition Mubariz Zaffar Liangliang Nan Julian F. P. Kooij 39 5 0 31 Mar 2024
DiffHuman: Probabilistic Photorealistic 3D Reconstruction of Humans A. Sengupta Thiemo Alldieck Nikos Kolotouros Enric Corona Andrei Zanfir C. Sminchisescu 29 7 0 30 Mar 2024
Modeling Weather Uncertainty for Multi-weather Co-Presence Estimation Qi Bi Shaodi You Theo Gevers 53 1 0 29 Mar 2024
On Uncertainty Quantification for Near-Bayes Optimal Algorithms Ziyu Wang Chris Holmes UQCV 44 2 0 28 Mar 2024
Uncertainty-Aware Deep Video Compression with Ensembles Wufei Ma Jiahao Li Bin Li Yan Lu 31 6 0 28 Mar 2024
Road Obstacle Detection based on Unknown Objectness Scores Chihiro Noguchi T. Ohgushi Masao Yamanaka 18 1 0 27 Mar 2024
Image-based Novel Fault Detection with Deep Learning Classifiers using Hierarchical Labels N. Sergin Jiayu Huang Tzyy-Shuh Chang Hao Yan 40 3 0 26 Mar 2024
Learning with Unreliability: Fast Few-shot Voxel Radiance Fields with Relative Geometric Consistency Yingjie Xu Bangzhen Liu Hao Tang Bailin Deng Shengfeng He 21 4 0 26 Mar 2024
Learning To Guide Human Decision Makers With Vision-Language Models Debodeep Banerjee Stefano Teso Burcu Sayin Andrea Passerini 37 1 0 25 Mar 2024
Real-time Adaptation for Condition Monitoring Signal Prediction using Label-aware Neural Processes Seokhyun Chung Raed Al Kontar 39 0 0 25 Mar 2024
Calib3D: Calibrating Model Preferences for Reliable 3D Scene Understanding Lingdong Kong Xiang Xu Jun Cen Wenwei Zhang Liang Pan Kai-xiang Chen Ziwei Liu 53 5 0 25 Mar 2024
U-ARE-ME: Uncertainty-Aware Rotation Estimation in Manhattan Environments Aalok Patwardhan Callum Rhodes Gwangbin Bae Andrew J. Davison 27 1 0 22 Mar 2024
Federated Bayesian Deep Learning: The Application of Statistical Aggregation Methods to Bayesian Models John Fischer Marko Orescanin Justin Loomis Patrick McClure FedML 51 3 0 22 Mar 2024
Leveraging Large Language Model-based Room-Object Relationships Knowledge for Enhancing Multimodal-Input Object Goal Navigation Leyuan Sun Asako Kanezaki Guillaume Caron Yusuke Yoshiyasu LM&Ro 28 2 0 21 Mar 2024
Uncertainty Driven Active Learning for Image Segmentation in Underwater Inspection Luiza Ribeiro Marnet Yury Brodskiy Stella Grasshof Andrzej Wasowski 29 2 0 20 Mar 2024
On Designing Consistent Covariance Recovery from a Deep Learning Visual Odometry Engine J. Nir Dennis Giaya Hanumant Singh 39 1 0 19 Mar 2024
Inter- and intra-uncertainty based feature aggregation model for semi-supervised histopathology image segmentation Qiangguo Jin Hui Cui Changming Sun Yang Song Jiangbin Zheng Leilei Cao Leyi Wei Ran Su 45 17 0 19 Mar 2024
Bilevel Hypergraph Networks for Multi-Modal Alzheimer's Diagnosis Angelica I. Aviles-Rivero Chun-Wun Cheng Zhongying Deng Zoe Kourtzi Carola-Bibiane Schönlieb 35 0 0 19 Mar 2024
Estimation and Analysis of Slice Propagation Uncertainty in 3D Anatomy Segmentation Rachaell Nihalaani Tushar Kataria Jadie Adams Shireen Y. Elhabian 35 1 0 18 Mar 2024
MoreStyle: Relax Low-frequency Constraint of Fourier-based Image Reconstruction in Generalizable Medical Image Segmentation Haoyu Zhao Wen-Wen Dong Rui Yu Zhou Zhao Bo Du Yongchao Xu OOD MedIm 50 4 0 18 Mar 2024
Thermal Earth Model for the Conterminous United States Using an Interpolative Physics-Informed Graph Neural Network (InterPIGNN) M. Aljubran Roland N. Horne AI4CE 45 8 0 15 Mar 2024
Uncertainty Quantification for cross-subject Motor Imagery classification Prithviraj Manivannan Ivo Pascal de Jong Matias Valdenegro-Toro A. Sburlea UQCV 41 0 0 14 Mar 2024
Pairwise Comparisons Are All You Need Nicolas Chahine Sira Ferradans Jean Ponce 38 1 0 13 Mar 2024
Uncertainty Quantification with Deep Ensembles for 6D Object Pose Estimation Kira Wursthorn Markus Hillemann Markus Ulrich 30 8 0 12 Mar 2024
From Registration Uncertainty to Segmentation Uncertainty Junyu Chen Yihao Liu Shuwen Wei Zhangxing Bian A. Carass Yong Du UQCV 34 2 0 08 Mar 2024
Revisiting Confidence Estimation: Towards Reliable Failure Prediction Fei Zhu Xu-Yao Zhang Zhen Cheng Cheng-Lin Liu UQCV 54 10 0 05 Mar 2024
Bayesian Uncertainty Estimation by Hamiltonian Monte Carlo: Applications to Cardiac MRI Segmentation Yidong Zhao João Tourais Iain Pierce Christian Nitsche T. Treibel Sebastian Weingartner Artur M. Schweidtmann Qian Tao BDL UQCV 43 5 0 04 Mar 2024
Uncertainty-Aware Prediction and Application in Planning for Autonomous Driving: Definitions, Methods, and Comparison Wenbo Shao Jiahui Xu Zhong Cao Hong Wang Jun Li 38 3 0 04 Mar 2024
RankED: Addressing Imbalance and Uncertainty in Edge Detection Using Ranking-based Losses Bedrettin Çetinkaya Sinan Kalkan Emre Akbas 46 9 0 04 Mar 2024