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
Are vision language models robust to uncertain inputs? Xi Wang Eric Nalisnick AAML VLM 8 0 0 17 May 2025
Conformal Bounds on Full-Reference Image Quality for Imaging Inverse Problems Jeffrey Wen Rizwan Ahmad Philip Schniter 29 0 0 14 May 2025
Decoding Futures Price Dynamics: A Regularized Sparse Autoencoder for Interpretable Multi-Horizon Forecasting and Factor Discovery Abhijit Gupta 31 0 0 11 May 2025
Dataset Distillation with Probabilistic Latent Features Zhe Li Sarah Cechnicka Cheng Ouyang Katharina Breininger Peter Schüffler Bernhard Kainz DD 47 0 0 10 May 2025
Engineering Risk-Aware, Security-by-Design Frameworks for Assurance of Large-Scale Autonomous AI Models Krti Tallam 31 0 0 09 May 2025
xTrace: A Facial Expressive Behaviour Analysis Tool for Continuous Affect Recognition M. Tellamekala S. Jaiswal Thomas Smith Timur Alamev Gary McKeown Anthony Brown M. Valstar CVBM 61 0 0 08 May 2025
Position: Epistemic Artificial Intelligence is Essential for Machine Learning Models to Know When They Do Not Know Shireen Kudukkil Manchingal Fabio Cuzzolin 56 0 0 08 May 2025
Non-stationary Diffusion For Probabilistic Time Series Forecasting Weiwei Ye Zhuopeng Xu Ning Gui DiffM 61 0 0 07 May 2025
Cooperative Bayesian and variance networks disentangle aleatoric and epistemic uncertainties Jiaxiang Yi Miguel A. Bessa UD PER UQCV 46 0 0 05 May 2025
Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection SungHeon Jeong Jihong Park Mohsen Imani 63 0 0 05 May 2025
Efficient Noise Calculation in Deep Learning-based MRI Reconstructions Onat Dalmaz Arjun D Desai Reinhard Heckel Tolga Çukur Akshay Chaudhari B. Hargreaves 29 0 0 04 May 2025
Continuous Normalizing Flows for Uncertainty-Aware Human Pose Estimation Shipeng Liu Ziliang Xiong Bastian Wandt Per-Erik Forssén 42 0 0 04 May 2025
PhysNav-DG: A Novel Adaptive Framework for Robust VLM-Sensor Fusion in Navigation Applications Trisanth Srinivasan Santosh Patapati 39 0 0 03 May 2025
Open-set Anomaly Segmentation in Complex Scenarios Song Xia Yi Yu Henghui Ding Wenhan Yang Shixuan Liu Alex C. Kot Xudong Jiang DiffM 57 0 0 28 Apr 2025
Audio-Driven Talking Face Video Generation with Joint Uncertainty Learning Yifan Xie Fei Ma Yi Bin Ying He Fei Richard Yu 57 0 0 26 Apr 2025
An Axiomatic Assessment of Entropy- and Variance-based Uncertainty Quantification in Regression Christopher Bülte Yusuf Sale Timo Löhr Paul Hofman Gitta Kutyniok Eyke Hüllermeier UD 70 0 0 25 Apr 2025
Random-Set Large Language Models Muhammad Mubashar Shireen Kudukkil Manchingal Fabio Cuzzolin 66 0 0 25 Apr 2025
Comparing Uncertainty Measurement and Mitigation Methods for Large Language Models: A Systematic Review Toghrul Abbasli Kentaroh Toyoda Yuan Wang Leon Witt Muhammad Asif Ali Yukai Miao Dan Li Qingsong Wei UQCV 94 0 0 25 Apr 2025
EPSILON: Adaptive Fault Mitigation in Approximate Deep Neural Network using Statistical Signatures Khurram Khalil K. A. Hoque AAML 81 0 0 24 Apr 2025
Bayesian Autoencoder for Medical Anomaly Detection: Uncertainty-Aware Approach for Brain 2 MRI Analysis Dip Roy UQCV 32 0 0 22 Apr 2025
Are you SURE? Enhancing Multimodal Pretraining with Missing Modalities through Uncertainty Estimation Duy Nguyen Quan Huu Do Khoa D. Doan Minh N. Do 34 0 0 18 Apr 2025
UncAD: Towards Safe End-to-end Autonomous Driving via Online Map Uncertainty Pengxuan Yang Yupeng Zheng Qichao Zhang Kefei Zhu Zebin Xing Qiao Lin Yun-Fu Liu Zhiguo Su Dongbin Zhao 32 0 0 17 Apr 2025
Uncertainty-Guided Coarse-to-Fine Tumor Segmentation with Anatomy-Aware Post-Processing I. Isler David Mohaisen C. Lisle D. Turgut Ulas Bagci 31 0 0 16 Apr 2025
Consensus Entropy: Harnessing Multi-VLM Agreement for Self-Verifying and Self-Improving OCR Yujie Zhang Tianyi Liang Xinyue Huang Erfei Cui Xu Guo Pei Chu Chenhui Li Ru Zhang Wenhai Wang Gongshen Liu 147 0 0 15 Apr 2025
FLOSS: Free Lunch in Open-vocabulary Semantic Segmentation Yasser Benigmim Mohammad Fahes Tuan-Hung Vu Andrei Bursuc Raoul de Charette VLM 40 0 0 14 Apr 2025
Road Grip Uncertainty Estimation Through Surface State Segmentation Jyri Maanpää Julius Pesonen Iaroslav Melekhov H. Hyyti Juha Hyyppa 31 0 0 11 Apr 2025
Localization Meets Uncertainty: Uncertainty-Aware Multi-Modal Localization Hye-Min Won Jieun Lee Jiyong Oh EDL 61 0 0 10 Apr 2025
Quantifying Epistemic Uncertainty in Absolute Pose Regression Fereidoon Zangeneh A. Dekel Alessandro Pieropan Patric Jensfelt 31 0 0 09 Apr 2025
An Analysis of Temporal Dropout in Earth Observation Time Series for Regression Tasks Miro Miranda Francisco Mena A. Dengel OOD 56 0 0 09 Apr 2025
Prior2Former -- Evidential Modeling of Mask Transformers for Assumption-Free Open-World Panoptic Segmentation Sebastian Schmidt Julius Körner Dominik Fuchsgruber Stefano Gasperini F. Tombari Stephan Günnemann 26 0 0 07 Apr 2025
The challenge of uncertainty quantification of large language models in medicine Zahra Atf Seyed Amir Ahmad Safavi-Naini Peter Lewis Aref Mahjoubfar Nariman Naderi Thomas Savage Ali Soroush 21 1 0 07 Apr 2025
Decentralized Collective World Model for Emergent Communication and Coordination Kentaro Nomura Tatsuya Aoki Tadahiro Taniguchi Takato Horii 72 0 0 04 Apr 2025
ATM-Net: Anatomy-Aware Text-Guided Multi-Modal Fusion for Fine-Grained Lumbar Spine Segmentation Sheng Lian Dengfeng Pan Jianlong Cai Guang-Yong Chen Zhun Zhong Zhiming Luo Shen Zhao Shuo Li 36 0 0 04 Apr 2025
Hallucination Detection on a Budget: Efficient Bayesian Estimation of Semantic Entropy K. Ciosek Nicolò Felicioni Sina Ghiassian 39 0 0 04 Apr 2025
UAC: Uncertainty-Aware Calibration of Neural Networks for Gesture Detection Farida Al Haddad Yuxin Wang Malcolm Mielle 31 0 0 02 Apr 2025
A Conformal Risk Control Framework for Granular Word Assessment and Uncertainty Calibration of CLIPScore Quality Estimates Gonçalo Gomes Chrysoula Zerva Bruno Martins 36 0 0 01 Apr 2025
Balancing Multi-Target Semi-Supervised Medical Image Segmentation with Collaborative Generalist and Specialists Yansen Wang Zekun Li Lei Qi Qian Yu Yinghuan Shi Yang Gao 39 0 0 01 Apr 2025
Uncertainty-Instructed Structure Injection for Generalizable HD Map Construction Xiaolu Liu Ruizi Yang Song Wang Wentong Li Jintai Chen Jianke Zhu 52 0 0 29 Mar 2025
UGNA-VPR: A Novel Training Paradigm for Visual Place Recognition Based on Uncertainty-Guided NeRF Augmentation Yehui Shen Lei Zhang Qingqiu Li Xiongwei Zhao Yanjie Wang Huimin Lu Xieyuanli Chen 49 0 0 27 Mar 2025
Semi-supervised Node Importance Estimation with Informative Distribution Modeling for Uncertainty Regularization Yankai Chen Taotao Wang Yixiang Fang Yunyu Xiao BDL 109 1 0 26 Mar 2025
Uncertainty-guided Perturbation for Image Super-Resolution Diffusion Model Leheng Zhang Weiyi You Kexuan Shi Shuhang Gu 62 0 0 24 Mar 2025
No Thing, Nothing: Highlighting Safety-Critical Classes for Robust LiDAR Semantic Segmentation in Adverse Weather J. Park Hwijeong Lee Inha Kang Hyunjung Shim 59 0 0 20 Mar 2025
Cross-Modal and Uncertainty-Aware Agglomeration for Open-Vocabulary 3D Scene Understanding Jinlong Li Cristiano Saltori Fabio Poiesi N. Sebe 216 0 0 20 Mar 2025
Dynamic Point Maps: A Versatile Representation for Dynamic 3D Reconstruction Edgar Sucar Zihang Lai Eldar Insafutdinov Andrea Vedaldi 46 0 0 20 Mar 2025
Quantification of Uncertainties in Probabilistic Deep Neural Network by Implementing Boosting of Variational Inference Pavia Bera Sanjukta Bhanja UQCV BDL 90 0 0 18 Mar 2025
UncTrack: Reliable Visual Object Tracking with Uncertainty-Aware Prototype Memory Network Siyuan Yao Yang Guo Yanyang Yan Wenqi Ren Xiaochun Cao 53 0 0 17 Mar 2025
Token-Level Uncertainty-Aware Objective for Language Model Post-Training Tingkai Liu Ari S. Benjamin Anthony M. Zador 47 0 0 15 Mar 2025
DCAT: Dual Cross-Attention Fusion for Disease Classification in Radiological Images with Uncertainty Estimation Jutika Borah H. Singh MedIm 48 0 0 14 Mar 2025
VGGT: Visual Geometry Grounded Transformer Jianyuan Wang Minghao Chen Nikita Karaev Andrea Vedaldi Christian Rupprecht David Novotny ViT 61 10 0 14 Mar 2025
How Should We Evaluate Uncertainty in Accelerated MRI Reconstruction? Luca Trautmann Peter Wijeratne Itamar Ronen Ivor Simpson 66 0 0 13 Mar 2025