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 / 2,208 papers shown

Title
Image First or Text First? Optimising the Sequencing of Modalities in Large Language Model Prompting and Reasoning Tasks Grant Wardle Teo Susnjak LRM 41 0 0 04 Oct 2024
DecTrain: Deciding When to Train a Monocular Depth DNN Online Zih-Sing Fu Soumya Sudhakar S. Karaman Vivienne Sze 46 0 0 03 Oct 2024
Uncertainty Quantification with Bayesian Higher Order ReLU KANs J. Giroux Cristiano Fanelli UQCV 43 1 0 02 Oct 2024
Uncertainty-aware Human Mobility Modeling and Anomaly Detection Haomin Wen Shurui Cao Z. Rasheed Khurram Hassan-Shafique Leman Akoglu 64 0 0 02 Oct 2024
Towards Integrating Epistemic Uncertainty Estimation into the Radiotherapy Workflow Marvin Tom Teichmann Manasi Datar Lisa Kratzke Fernando Vega Florin C. Ghesu UQCV 38 1 0 27 Sep 2024
ReliOcc: Towards Reliable Semantic Occupancy Prediction via Uncertainty Learning Song Wang Zhongdao Wang Jiawei Yu Wentong Li Bailan Feng Junbo Chen Jianke Zhu UQCV 41 3 0 26 Sep 2024
Face Forgery Detection with Elaborate Backbone Zonghui Guo Y. Liu Jie Zhang Haiyong Zheng Shiguang Shan AAML CVBM 30 1 0 25 Sep 2024
Building Real-time Awareness of Out-of-distribution in Trajectory Prediction for Autonomous Vehicles Tongfei Guo Rui Liu Lili Su 43 1 0 25 Sep 2024
UU-Mamba: Uncertainty-aware U-Mamba for Cardiovascular Segmentation Ting Yu Tsai Li Lin Shu Hu Connie W. Tsao Xin Li Ming-Ching Chang Hongtu Zhu Xin Wang Mamba 48 1 0 22 Sep 2024
End to End Face Reconstruction via Differentiable PnP Yiren Lu Huawei Wei 3DH CVBM 24 0 0 21 Sep 2024
Manifold Sampling for Differentiable Uncertainty in Radiance Fields Linjie Lyu Ayush Tewari Marc Habermann Shunsuke Saito Michael Zollhöfer Thomas Leimkühler Christian Theobalt UQCV 46 1 0 19 Sep 2024
Uncertainty-Aware Visual-Inertial SLAM with Volumetric Occupancy Mapping Jaehyung Jung Simon Boche Sebastián Barbas Laina Stefan Leutenegger 184 1 0 18 Sep 2024
Uncertainty Decomposition and Error Margin Detection of Homodyned-K Distribution in Quantitative Ultrasound Dorsa Ameri A. Tehrani I. Rosado-Méndez H. Rivaz UD PER UQCV 21 0 0 17 Sep 2024
A Review of Mechanistic Models of Event Comprehension Tan T. Nguyen 29 0 0 17 Sep 2024
Uncertainty and Prediction Quality Estimation for Semantic Segmentation via Graph Neural Networks Edgar Heinert Stephan Tilgner Timo Palm Matthias Rottmann UQCV 49 0 0 17 Sep 2024
DEMAU: Decompose, Explore, Model and Analyse Uncertainties A. Hoarau Vincent Lemaire UQCV UD PER 31 0 0 12 Sep 2024
Alignment of Diffusion Models: Fundamentals, Challenges, and Future Buhua Liu Shitong Shao Bao Li Lichen Bai Zhiqiang Xu Haoyi Xiong James Kwok Sumi Helal Zeke Xie 45 12 0 11 Sep 2024
DDEvENet: Evidence-based Ensemble Learning for Uncertainty-aware Brain Parcellation Using Diffusion MRI Chenjun Li Dian Yang Shun Yao Shuyue Wang Ye Wu ... C. Westin L. O’Donnell N. Sochen O. Pasternak Fan Zhang UQCV 48 0 0 11 Sep 2024
A Likelihood Ratio-Based Approach to Segmenting Unknown Objects Nazir Nayal Youssef Shoeb Fatma Güney OODD 38 4 0 10 Sep 2024
Sources of Uncertainty in 3D Scene Reconstruction Marcus Klasson Riccardo Mereu Arno Solin Arno Solin 3DV 3DGS 33 3 0 10 Sep 2024
Enhancing Uncertainty Quantification in Drug Discovery with Censored Regression Labels Emma Svensson Hannah Rosa Friesacher S. Winiwarter Lewis H. Mervin Adam Arany O. Engkvist 47 2 0 06 Sep 2024
Reprojection Errors as Prompts for Efficient Scene Coordinate Regression Ting-Ru Liu Hsuan-Kung Yang Jou-Min Liu Chun-Wei Huang Tsung-Chih Chiang Quan Kong Norimasa Kobori Chun-Yi Lee 31 1 0 06 Sep 2024
CUQ-GNN: Committee-based Graph Uncertainty Quantification using Posterior Networks C. Damke Eyke Hüllermeier BDL 45 0 0 06 Sep 2024
Towards Social AI: A Survey on Understanding Social Interactions Sangmin Lee Minzhi Li Bolin Lai Wenqi Jia Fiona Ryan ... Ozgur Kara Bikram Boote Weiyan Shi Diyi Yang James M. Rehg 39 4 0 05 Sep 2024
MaskVal: Simple but Effective Uncertainty Quantification for 6D Pose Estimation Philipp Quentin Daniel Goehring 39 0 0 05 Sep 2024
Prediction Accuracy & Reliability: Classification and Object Localization under Distribution Shift Fabian Diet Moussa Kassem Sbeyti Michelle Karg 41 0 0 05 Sep 2024
MedSAM-U: Uncertainty-Guided Auto Multi-Prompt Adaptation for Reliable MedSAM N. Zhou Ke Zou Kai Ren Mengting Luo Linchao He Ming Wang Yidi Chen Yi Zhang Hu Chen Huazhu Fu MedIm 43 3 0 02 Sep 2024
Str-L Pose: Integrating Point and Structured Line for Relative Pose Estimation in Dual-Graph Zherong Zhang Chunyu Lin Shujuan Huang Shangrong Yang Yao Zhao 3DPC 50 1 0 28 Aug 2024
DIFR3CT: Latent Diffusion for Probabilistic 3D CT Reconstruction from Few Planar X-Rays Yiran Sun Hana Baroudi Tucker Netherton Laurence Court Osama Mawlawi Ashok Veeraraghavan Guha Balakrishnan DiffM MedIm 39 3 0 27 Aug 2024
Detailed delineation of the fetal brain in diffusion MRI via multi-task learning Davood Karimi Camilo Calixto Haykel Snoussi M. C. Cortés-Albornoz C. Velasco-Annis Caitlin Rollins Camilo Jaimes Ali Gholipour Simon K. Warfield MedIm 26 3 0 26 Aug 2024
DutyTTE: Deciphering Uncertainty in Origin-Destination Travel Time Estimation Xiaowei Mao Yan Lin Shengnan Guo Yubin Chen Xingyu Xian Haomin Wen Qisen Xu Youfang Lin Huaiyu Wan 47 1 0 23 Aug 2024
Assessing the Uncertainty and Robustness of Object Detection Models for Detecting Stickers on Laptops Chengjie Lu Jiahui Wu Shaukat Ali Mikkel Labori Olsen UQCV 32 3 0 22 Aug 2024
How disentangled are your classification uncertainties? Ivo Pascal de Jong A. Sburlea Matias Valdenegro-Toro UQCV UD PER 33 2 0 22 Aug 2024
Robust Long-Range Perception Against Sensor Misalignment in Autonomous Vehicles Zi-Xiang Xia Sudeep Fadadu Yi Shi Louis Foucard AAML 55 0 0 20 Aug 2024
Deep Generative Classification of Blood Cell Morphology Simon Deltadahl J. Gilbey C. V. Laer Nancy Boeckx M. Leers ... Nicholas S. Gleadall Carola-Bibiane Schönlieb S. Sivapalaratnam Michael Roberts P. Nachev DiffM MedIm 44 0 0 16 Aug 2024
Lifelong Reinforcement Learning via Neuromodulation Sebastian Lee Samuel Liebana Garcia Claudia Clopath Will Dabney 49 0 0 15 Aug 2024
UAHOI: Uncertainty-aware Robust Interaction Learning for HOI Detection Mu Chen Minghan Chen Yi Yang 54 4 0 14 Aug 2024
Optical Music Recognition in Manuscripts from the Ricordi Archive Federico Simonetta Rishav Mondal L. A. Ludovico Stavros Ntalampiras 28 0 0 14 Aug 2024
Long-Tailed Out-of-Distribution Detection: Prioritizing Attention to Tail Yina He Lei Peng Yongcun Zhang Juanjuan Weng Zhiming Luo Shaozi Li OODD 42 0 0 13 Aug 2024
Embodied Uncertainty-Aware Object Segmentation Xiaolin Fang Leslie Pack Kaelbling Tomás Lozano-Pérez 27 5 0 08 Aug 2024
Gaussian Mixture based Evidential Learning for Stereo Matching Weide Liu Xingxing Wang Lu Wang Jun Cheng Fayao Liu Xulei Yang 26 0 0 05 Aug 2024
Bayesian Kolmogorov Arnold Networks (Bayesian_KANs): A Probabilistic Approach to Enhance Accuracy and Interpretability Masoud Muhammed Hassan 41 2 0 05 Aug 2024
Source-Free Domain-Invariant Performance Prediction Ekaterina Khramtsova Mahsa Baktashmotlagh Guido Zuccon Xi Wang Mathieu Salzmann UQCV 48 1 0 05 Aug 2024
Generalized Gaussian Temporal Difference Error for Uncertainty-aware Reinforcement Learning Seyeon Kim Joonhun Lee Namhoon Cho Sungjun Han Seungeon Baek 47 0 0 05 Aug 2024
Bayesian Active Learning for Semantic Segmentation Sima Didari Wenjun Hu Jae Oh Woo Heng Hao Hankyu Moon Seungjai Min 56 0 0 03 Aug 2024
A Decision-driven Methodology for Designing Uncertainty-aware AI Self-Assessment Charles Oredola Vladimir Leung Adnan Ashraf Eric Heim I-Jeng Wang 46 1 0 02 Aug 2024
Adaptive Contrastive Decoding in Retrieval-Augmented Generation for Handling Noisy Contexts Youna Kim Hyuhng Joon Kim Cheonbok Park Choonghyun Park Hyunsoo Cho Junyeob Kim Kang Min Yoo Sang-goo Lee Taeuk Kim 36 5 0 02 Aug 2024
Harnessing Uncertainty-aware Bounding Boxes for Unsupervised 3D Object Detection A. Benfenati P. Causin Hang Yu Zhedong Zheng 3DPC 46 2 0 01 Aug 2024
Optimizing Long-tailed Link Prediction in Graph Neural Networks through Structure Representation Enhancement Yakun Wang Daixin Wang Hongrui Liu Bin Hu Yingcui Yan Qiyang Zhang Qing Cui 35 6 0 30 Jul 2024
A Bayesian Approach Toward Robust Multidimensional Ellipsoid-Specific Fitting Zhao Mingyang Jia Xiaohong Lei Ma Yuke Shi Jingen Jiang Qizhai Li Ming-Hsuan Yang Huang Tiejun 39 1 0 27 Jul 2024