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
Learning Solutions of Stochastic Optimization Problems with Bayesian Neural Networks Alan A. Lahoud Erik Schaffernicht J. A. Stork UQCV 32 0 0 05 Jun 2024
Relaxed Quantile Regression: Prediction Intervals for Asymmetric Noise T. Pouplin Alan Jeffares Nabeel Seedat Mihaela van der Schaar 58 3 0 05 Jun 2024
Improved context-sensitive transformer model for inland vessel trajectory prediction Kathrin Donandt Karim Böttger Dirk Söffker 39 2 0 04 Jun 2024
Offline Bayesian Aleatoric and Epistemic Uncertainty Quantification and Posterior Value Optimisation in Finite-State MDPs Filippo Valdettaro A. Aldo Faisal OffRL 37 0 0 04 Jun 2024
Label-wise Aleatoric and Epistemic Uncertainty Quantification Yusuf Sale Paul Hofman Timo Löhr Lisa Wimmer Thomas Nagler Eyke Hüllermeier PER UD UQCV 53 7 0 04 Jun 2024
Evidentially Calibrated Source-Free Time-Series Domain Adaptation with Temporal Imputation Mohamed Ragab Peiliang Gong Emadeldeen Eldele Wenyu Zhang Min-man Wu Chuan-Sheng Foo Daoqiang Zhang Xiaoli Li Zhenghua Chen TTA AI4TS 42 2 0 04 Jun 2024
Diffusion Boosted Trees Xizewen Han Mingyuan Zhou AI4CE 36 0 0 03 Jun 2024
VOICE: Variance of Induced Contrastive Explanations to quantify Uncertainty in Neural Network Interpretability Mohit Prabhushankar Ghassan AlRegib FAtt UQCV 43 2 0 01 Jun 2024
Memory-guided Network with Uncertainty-based Feature Augmentation for Few-shot Semantic Segmentation Xinyue Chen Miaojing Shi 48 0 0 01 Jun 2024
A Structured Review of Literature on Uncertainty in Machine Learning & Deep Learning Fahimeh Fakour Ali Mosleh Ramin Ramezani UQCV UD PER 51 2 0 01 Jun 2024
Scalable Bayesian Learning with posteriors Samuel Duffield Kaelan Donatella Johnathan Chiu Phoebe Klett Daniel Simpson BDL UQCV 65 1 0 31 May 2024
Deep Modeling of Non-Gaussian Aleatoric Uncertainty Aastha Acharya Caleb Lee Marissa DÁlonzo Jared Shamwell Nisar R. Ahmed Rebecca L. Russell BDL 46 0 0 30 May 2024
NeRF On-the-go: Exploiting Uncertainty for Distractor-free NeRFs in the Wild Weining Ren Zihan Zhu Boyang Sun Jiaqi Chen Marc Pollefeys Songyou Peng 48 31 0 29 May 2024
Task-Driven Uncertainty Quantification in Inverse Problems via Conformal Prediction Jeffrey Wen Rizwan Ahmad Philip Schniter 47 2 0 28 May 2024
Confidence-aware multi-modality learning for eye disease screening K. Zou Tian Lin Zongbo Han Meng Wang Xuedong Yuan Haoyu Chen Changqing Zhang Xiaojing Shen Huazhu Fu 69 3 0 28 May 2024
Enhancing Global Sensitivity and Uncertainty Quantification in Medical Image Reconstruction with Monte Carlo Arbitrary-Masked Mamba Jiahao Huang Liutao Yang Fanwen Wang Yang Nan Weiwen Wu ... Kuangyu Shi Angelica I. Aviles-Rivero Carola-Bibiane Schönlieb Daoqiang Zhang Guang Yang Mamba 46 0 0 27 May 2024
Probabilistic Contrastive Learning with Explicit Concentration on the Hypersphere H. Li Ouyang Cheng Tamaz Amiranashvili Matthew S. Rosen Bjoern H. Menze J. Iglesias 43 0 0 26 May 2024
Transitional Uncertainty with Layered Intermediate Predictions Ryan Benkert Mohit Prabhushankar Ghassan AlRegib 48 1 0 25 May 2024
Hierarchical Uncertainty Exploration via Feedforward Posterior Trees E. Nehme Rotem Mulayoff T. Michaeli UQCV 50 2 0 24 May 2024
LoRA-Ensemble: Efficient Uncertainty Modelling for Self-attention Networks Michelle Halbheer Dominik J. Mühlematter Alexander Becker Dominik Narnhofer Helge Aasen Konrad Schindler Mehmet Özgür Türkoglu UQCV 38 1 0 23 May 2024
Similarity-Navigated Conformal Prediction for Graph Neural Networks Jianqing Song Jianguo Huang Wenyu Jiang Baoming Zhang Shuangjie Li Chongjun Wang 48 2 0 23 May 2024
Self-Taught Recognizer: Toward Unsupervised Adaptation for Speech Foundation Models Yuchen Hu Chen Chen Chao-Han Huck Yang Chengwei Qin Pin-Yu Chen Chng Eng Siong Chao Zhang VLM 33 3 0 23 May 2024
Credal Wrapper of Model Averaging for Uncertainty Estimation in Classification Kaizheng Wang Fabio Cuzzolin Keivan K1 Shariatmadar David Moens Hans Hallez UQCV BDL 88 0 0 23 May 2024
LOGIN: A Large Language Model Consulted Graph Neural Network Training Framework Yiran Qiao Xiang Ao Yang Liu Jiarong Xu Xiaoqian Sun Qing He 45 4 0 22 May 2024
Counterfactual Gradients-based Quantification of Prediction Trust in Neural Networks Mohit Prabhushankar Ghassan AlRegib UQCV 34 0 0 22 May 2024
System Safety Monitoring of Learned Components Using Temporal Metric Forecasting Sepehr Sharifi Andrea Stocco Lionel C. Briand AI4TS 50 1 0 21 May 2024
Geometric Transformation Uncertainty for Improving 3D Fetal Brain Pose Prediction from Freehand 2D Ultrasound Videos Jayroop Ramesh Nicola K. Dinsdale INTERGROWTH-21 Consortium P. Yeung Ana I. L. Namburete MedIm 41 3 0 21 May 2024
EdgeLoc: A Communication-Adaptive Parallel System for Real-Time Localization in Infrastructure-Assisted Autonomous Driving Boyi Liu Jingwen Tong Yufan Zhuang 29 5 0 20 May 2024
Transfer Learning for CSI-based Positioning with Multi-environment Meta-learning Anastasios Foliadis Mario H. Castaneda R. Stirling-Gallacher Reiner S. Thomä 30 3 0 20 May 2024
Bayesian Learning-driven Prototypical Contrastive Loss for Class-Incremental Learning N. Raichur Lucas Heublein Tobias Feigl A. Rügamer Christopher Mutschler Felix Ott CLL BDL 73 7 0 17 May 2024
Co-Matching: Towards Human-Machine Collaborative Legal Case Matching Chen Huang Xinwei Yang Yang Deng Wenqiang Lei Jiancheng Lv Tat-Seng Chua AILaw 39 2 0 16 May 2024
The Pitfalls and Promise of Conformal Inference Under Adversarial Attacks Ziquan Liu Yufei Cui Yan Yan Yi Tian Xu Xiangyang Ji Xue Liu Antoni B. Chan AAML 27 2 0 14 May 2024
Improving Instruction Following in Language Models through Proxy-Based Uncertainty Estimation JoonHo Lee Jae Oh Woo Juree Seok Parisa Hassanzadeh Wooseok Jang ... Hankyu Moon Wenjun Hu Yeong-Dae Kwon Taehee Lee Seungjai Min 52 2 0 10 May 2024
Mask-TS Net: Mask Temperature Scaling Uncertainty Calibration for Polyp Segmentation Yudian Zhang Chenhao Xu Kaiye Xu Haijiang Zhu 49 0 0 09 May 2024
Enhancing Suicide Risk Detection on Social Media through Semi-Supervised Deep Label Smoothing Matthew Squires Xiaohui Tao Soman Elangovan Rajendra Acharya R. Gururajan Haoran Xie Xujuan Zhou AI4MH 35 2 0 09 May 2024
General Place Recognition Survey: Towards Real-World Autonomy Peng Yin Jianhao Jiao Shiqi Zhao Lingyun Xu Guoquan Huang Howie Choset Sebastian A. Scherer Jianda Han 52 7 0 08 May 2024
Weakly-Supervised Residual Evidential Learning for Multi-Instance Uncertainty Estimation Pei Liu Luping Ji EDL 36 4 0 07 May 2024
Uncertainty Quantification Metrics for Deep Regression Simon Kristoffersson Lind Ziliang Xiong Per-Erik Forssén Volker Kruger UQCV 34 3 0 07 May 2024
MERIT: Multi-view evidential learning for reliable and interpretable liver fibrosis staging Yuanye Liu Zheyao Gao Nannan Shi Fuping Wu Yuxin Shi Qingchao Chen Xiahai Zhuang 38 2 0 05 May 2024
KID-PPG: Knowledge Informed Deep Learning for Extracting Heart Rate from a Smartwatch Christodoulos Kechris Jonathan Dan Jose Miranda David Atienza 33 3 0 02 May 2024
CoViS-Net: A Cooperative Visual Spatial Foundation Model for Multi-Robot Applications J. Blumenkamp Steven D. Morad Jennifer Gielis Amanda Prorok 31 4 0 02 May 2024
Uncertainty for Active Learning on Graphs Dominik Fuchsgruber Tom Wollschlager Bertrand Charpentier Antonio Oroz Stephan Günnemann 46 10 0 02 May 2024
Predictive Accuracy-Based Active Learning for Medical Image Segmentation Jun Shi Shulan Ruan Ziqi Zhu Minfan Zhao Hong An Ambuj Tewari Bing Yan UQCV EDL 26 2 0 01 May 2024
Large Language Model Informed Patent Image Retrieval Hao-Cheng Lo Jung-Mei Chu Jieh Hsiang Chun-Chieh Cho VLM 35 2 0 30 Apr 2024
The Landscape of Unfolding with Machine Learning Nathan Huetsch Javier Marino Villadamigo Alexander Shmakov S. Diefenbacher Vinicius Mikuni ... Kevin Greif Benjamin Nachman D. Whiteson A. Butter Tilman Plehn 45 17 0 29 Apr 2024
Uncertainty-boosted Robust Video Activity Anticipation Zhaobo Qi Shuhui Wang Weigang Zhang Qingming Huang 43 5 0 29 Apr 2024
Cost-Sensitive Uncertainty-Based Failure Recognition for Object Detection Moussa Kassem Sbeyti Michelle Karg Christian Wirth Nadja Klein S. Albayrak UQCV 31 1 0 26 Apr 2024
Part-Guided 3D RL for Sim2Real Articulated Object Manipulation Pengwei Xie Rui Chen Siang Chen Yuzhe Qin Fanbo Xiang Tianyu Sun Jing Xu Guijin Wang Haoran Su 51 10 0 26 Apr 2024
DiffSeg: A Segmentation Model for Skin Lesions Based on Diffusion Difference Zhihao Shuai Yinan Chen Shunqiang Mao Yihan Zho Xiaohong Zhang MedIm 38 2 0 25 Apr 2024
A Hybrid Probabilistic Battery Health Management Approach for Robust Inspection Drone Operations Jokin Alcibar J. Aizpurua E. Zugasti Oier Penagarikano 30 1 0 24 Apr 2024