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
A comprehensive survey on deep active learning in medical image analysis Haoran Wang Q. Jin Shiman Li Siyu Liu Manning Wang Zhijian Song VLM 51 25 0 22 Oct 2023
Cross-attention Spatio-temporal Context Transformer for Semantic Segmentation of Historical Maps Sidi Wu Yizi Chen Konrad Schindler L. Hurni 31 2 0 19 Oct 2023
Learning to Generate Parameters of ConvNets for Unseen Image Data Shiye Wang Kaituo Feng Changsheng Li Ye Yuan Guoren Wang 31 1 0 18 Oct 2023
Panoptic Out-of-Distribution Segmentation Rohit Mohan Kiran Kumaraswamy Juana Valeria Hurtado Kürsat Petek Abhinav Valada 34 8 0 18 Oct 2023
Investigating Uncertainty Calibration of Aligned Language Models under the Multiple-Choice Setting Guande He Peng Cui Jianfei Chen Wenbo Hu Jun Zhu 50 11 0 18 Oct 2023
A Symmetry-Aware Exploration of Bayesian Neural Network Posteriors Olivier Laurent Emanuel Aldea Gianni Franchi BDL UQCV 22 5 0 12 Oct 2023
Multimodal Active Measurement for Human Mesh Recovery in Close Proximity Takahiro Maeda Keisuke Takeshita Norimichi Ukita Kazuhito Tanaka 46 0 0 12 Oct 2023
PG-NeuS: Robust and Efficient Point Guidance for Multi-View Neural Surface Reconstruction Chen Zhang Wanjuan Su Qingshan Xu Wenbing Tao 3DPC 3DV 34 0 0 12 Oct 2023
Leveraging Neural Radiance Fields for Uncertainty-Aware Visual Localization Le Chen Weirong Chen Rui Wang Marc Pollefeys UQCV 35 8 0 10 Oct 2023
Deep Learning reconstruction with uncertainty estimation for $γ$ photon interaction in fast scintillator detectors Geoffrey Daniel Mohamed Bahi Yahiaoui C. Comtat Sebastien Jan O. Kochebina Jean-Marc Martinez Viktoriya Sergeyeva Viatcheslav Sharyy Chi-Hsun Sung D. Yvon 18 1 0 10 Oct 2023
Adaptive Multi-head Contrastive Learning Lei Wang Piotr Koniusz Tom Gedeon Liang Zheng 48 4 0 09 Oct 2023
A review of uncertainty quantification in medical image analysis: probabilistic and non-probabilistic methods Ling Huang S. Ruan Yucheng Xing Mengling Feng 46 20 0 09 Oct 2023
Uncertainty quantification for deep learning-based schemes for solving high-dimensional backward stochastic differential equations Lorenc Kapllani Long Teng Matthias Rottmann 27 1 0 05 Oct 2023
Assessment of Prediction Intervals Using Uncertainty Characteristics Curves Jirí Navrátil Benjamin Elder Matthew Arnold Soumya Ghosh P. Sattigeri 30 0 0 04 Oct 2023
ELUQuant: Event-Level Uncertainty Quantification in Deep Inelastic Scattering C. Fanelli J. Giroux UQCV BDL 22 4 0 04 Oct 2023
Out-of-Distribution Detection by Leveraging Between-Layer Transformation Smoothness Fran Jelenić Josip Jukić Martin Tutek Mate Puljiz Jan vSnajder OODD 32 5 0 04 Oct 2023
ImageNet-OOD: Deciphering Modern Out-of-Distribution Detection Algorithms William Yang Byron Zhang Olga Russakovsky OODD 43 13 0 03 Oct 2023
Unified Uncertainty Calibration Kamalika Chaudhuri David Lopez-Paz 24 0 0 02 Oct 2023
Skip-Plan: Procedure Planning in Instructional Videos via Condensed Action Space Learning Zhiheng Li Wenjia Geng Muheng Li Lei Chen Yansong Tang Jiwen Lu Jie Zhou 39 9 0 01 Oct 2023
Stochastic Implicit Neural Signed Distance Functions for Safe Motion Planning under Sensing Uncertainty Carlos Quintero-Peña Wil Thomason Bo Xiong Anastasios Kyrillidis Lydia E. Kavraki 20 7 0 28 Sep 2023
Propagation and Attribution of Uncertainty in Medical Imaging Pipelines Leonhard F. Feiner M. Menten Kerstin Hammernik Paul Hager Wenqi Huang Rafael Azevedo R. Braren Georgios Kaissis MedIm 16 3 0 28 Sep 2023
Uncertainty-Aware Decision Transformer for Stochastic Driving Environments Zenan Li Fan Nie Q. Sun Fang Da Hang Zhao OffRL 26 4 0 28 Sep 2023
Uncertainty Quantification via Neural Posterior Principal Components E. Nehme Omer Yair T. Michaeli UQCV 35 14 0 27 Sep 2023
ADU-Depth: Attention-based Distillation with Uncertainty Modeling for Depth Estimation Zizhang Wu Zhuozheng Li Zhi-Gang Fan Yunzhe Wu Xiaoquan Wang Rui Tang Jian Pu 25 1 0 26 Sep 2023
Tiled Multiplane Images for Practical 3D Photography Numair Khan Douglas Lanman Lei Xiao 23 7 0 25 Sep 2023
Learning to Abstain From Uninformative Data Yikai Zhang Songzhu Zheng M. Dalirrooyfard Pengxiang Wu Anderson Schneider Anant Raj Yuriy Nevmyvaka Chao Chen 26 2 0 25 Sep 2023
Evidential Deep Learning: Enhancing Predictive Uncertainty Estimation for Earth System Science Applications John S. Schreck D. Gagne Charlie Becker William E. Chapman K. Elmore ... Vanessa M. Pryzbylo Jacob T. Radford B. Saavedra Justin Willson Christopher D. Wirz BDL UD OOD UQCV EDL 26 8 0 22 Sep 2023
Evidential uncertainty sampling for active learning A. Hoarau V. Lemaire Arnaud Martin Jean-Christophe Dubois Y. Gall UQCV EDL PER UD 31 1 0 21 Sep 2023
Uncertainty-driven Exploration Strategies for Online Grasp Learning Yitian Shi Philipp Schillinger Miroslav Gabriel Alexander Kuss Zohar Feldman Hanna Ziesche Ngo Anh Vien OffRL OnRL 29 4 0 21 Sep 2023
Neural Stochastic Screened Poisson Reconstruction Silvia Sellán Alec Jacobson 3DV 38 6 0 21 Sep 2023
Using AI Uncertainty Quantification to Improve Human Decision-Making L. Marusich J. Bakdash Yan Zhou Murat Kantarcioglu 32 3 0 19 Sep 2023
NDDepth: Normal-Distance Assisted Monocular Depth Estimation Shuwei Shao Z. Pei Weihai Chen Xingming Wu Zhengguo Li MDE 22 41 0 19 Sep 2023
Adversarial Attacks Against Uncertainty Quantification Emanuele Ledda Daniele Angioni Giorgio Piras Giorgio Fumera Battista Biggio Fabio Roli AAML 35 2 0 19 Sep 2023
Uncertainty Estimation in Instance Segmentation with Star-convex Shapes Qasim M. K. Siddiqui Sebastian Starke Peter Steinbach UQCV 30 0 0 19 Sep 2023
Improving CLIP Robustness with Knowledge Distillation and Self-Training Clement Laroudie Andrei Bursuc Mai Lan Ha Gianni Franchi VLM 31 5 0 19 Sep 2023
Application-driven Validation of Posteriors in Inverse Problems T. Adler Jan-Hinrich Nolke Annika Reinke M. Tizabi Sebastian Gruber ... Lynton Ardizzone Paul F. Jaeger Florian Buettner Ullrich Kothe Lena Maier-Hein MedIm 40 1 0 18 Sep 2023
MEDL-U: Uncertainty-aware 3D Automatic Annotation based on Evidential Deep Learning Helbert Paat Qing Lian Weilong Yao Tong Zhang EDL 27 0 0 18 Sep 2023
Mutual Information-calibrated Conformal Feature Fusion for Uncertainty-Aware Multimodal 3D Object Detection at the Edge Alex C. Stutts Danilo Erricolo Sathya Ravi Theja Tulabandhula A. R. Trivedi 26 6 0 18 Sep 2023
Rethinking STS and NLI in Large Language Models Yuxia Wang Minghan Wang Preslav Nakov LRM 25 3 0 16 Sep 2023
Conditional validity of heteroskedastic conformal regression Nicolas Dewolf B. De Baets Willem Waegeman 15 1 0 15 Sep 2023
A Generative Framework for Self-Supervised Facial Representation Learning Ruian He Zhen Xing Weimin Tan Bo Yan DiffM 26 0 0 15 Sep 2023
Sampling-Free Probabilistic Deep State-Space Models Andreas Look M. Kandemir Barbara Rakitsch Jan Peters 35 2 0 15 Sep 2023
One-stage Modality Distillation for Incomplete Multimodal Learning Shicai Wei Yang Luo Chunbo Luo 23 0 0 15 Sep 2023
Efficiently Robustify Pre-trained Models Nishant Jain Iit Roorkee Harkirat Singh Behl Vibhav Vineet OOD VLM 31 3 0 14 Sep 2023
Flexible Visual Recognition by Evidential Modeling of Confusion and Ignorance Lei Fan Bo Liu Haoxiang Li Ying Wu Gang Hua 31 4 0 14 Sep 2023
Introspective Deep Metric Learning Cheng-Hao Wang Wenzhao Zheng Zheng Hua Zhu Jie Zhou Jiwen Lu UQCV 35 12 0 11 Sep 2023
Treatment-aware Diffusion Probabilistic Model for Longitudinal MRI Generation and Diffuse Glioma Growth Prediction Qinghui Liu E. Fuster-García I. T. Hovden Donatas Sederevičius Karoline Skogen ... Till Schellhorn P. Brandal A. Bjørnerud K. Emblem Kyrre Eeg Emblem 33 3 0 11 Sep 2023
Have We Ever Encountered This Before? Retrieving Out-of-Distribution Road Obstacles from Driving Scenes Youssef Shoeb Robin Shing Moon Chan Gesina Schwalbe Azarm Nowzard Fatma Guney Hanno Gottschalk 23 6 0 08 Sep 2023
Deep Learning Safety Concerns in Automated Driving Perception Stephanie Abrecht Alexander Hirsch Shervin Raafatnia Matthias Woehrle 31 12 0 07 Sep 2023
ClusterFusion: Leveraging Radar Spatial Features for Radar-Camera 3D Object Detection in Autonomous Vehicles Irfan Tito Kurniawan B. Trilaksono 38 6 0 07 Sep 2023