{"total":39,"rows":[{"id":"2107.03342","title":"A Survey of Uncertainty in Deep Neural Networks","created":"2021-07-07","cited_by_count":680,"area":null},{"id":"2210.03736","title":"Trustworthy clinical AI solutions: a unified review of uncertainty quantification in deep learning models for medical image analysis","created":"2022-10-05","cited_by_count":63,"area":null},{"id":"2111.01968","title":"A Survey on Epistemic (Model) Uncertainty in Supervised Learning: Recent Advances and Applications","created":"2021-11-03","cited_by_count":24,"area":null},{"id":"2311.11367","title":"Evidential Uncertainty Quantification: A Variance-Based Perspective","created":"2023-11-19","cited_by_count":14,"area":null},{"id":"2202.07550","title":"Label fusion and training methods for reliable representation of inter-rater uncertainty","created":"2022-02-15","cited_by_count":13,"area":null},{"id":"2405.18435","title":"QUBIQ: Uncertainty Quantification for Biomedical Image Segmentation Challenge","created":"2024-03-19","cited_by_count":13,"area":null},{"id":"2406.03323","title":"Comparative Benchmarking of Failure Detection Methods in Medical Image Segmentation: Unveiling the Role of Confidence Aggregation","created":"2024-06-05","cited_by_count":12,"area":null},{"id":"2304.01518","title":"Beyond Unimodal: Generalising Neural Processes for Multimodal Uncertainty Estimation","created":"2023-04-04","cited_by_count":11,"area":null},{"id":"2210.02676","title":"Uncertainty Estimation for Multi-view Data: The Power of Seeing the Whole Picture","created":"2022-10-06","cited_by_count":10,"area":null},{"id":"2210.01558","title":"GaIA: Graphical Information Gain based Attention Network for Weakly Supervised Point Cloud Semantic Segmentation","created":"2022-10-02","cited_by_count":9,"area":null},{"id":"2311.08931","title":"Structural-Based Uncertainty in Deep Learning Across Anatomical Scales: Analysis in White Matter Lesion Segmentation","created":"2023-11-15","cited_by_count":7,"area":null},{"id":"2209.10877","title":"Beyond Voxel Prediction Uncertainty: Identifying brain lesions you can trust","created":"2022-09-22","cited_by_count":6,"area":null},{"id":"2411.16370","title":"A Review of Bayesian Uncertainty Quantification in Deep Probabilistic Image Segmentation","created":"2024-11-25","cited_by_count":6,"area":null},{"id":"2602.14498","title":"Uncertainty-Aware Vision-Language Segmentation for Medical Imaging","created":"2026-02-16","cited_by_count":5,"area":null},{"id":"2101.06963","title":"Uncertainty-Aware Body Composition Analysis with Deep Regression Ensembles on UK Biobank MRI","created":"2021-01-18","cited_by_count":4,"area":null},{"id":"2111.05978","title":"SUPER-Net: Trustworthy Image Segmentation via Uncertainty Propagation in Encoder-Decoder Networks","created":"2021-11-10","cited_by_count":4,"area":null},{"id":"2109.02413","title":"A Decoupled Uncertainty Model for MRI Segmentation Quality Estimation","created":"2021-09-06","cited_by_count":3,"area":null},{"id":"2301.00349","title":"Towards Reliable Medical Image Segmentation by Modeling Evidential Calibrated Uncertainty","created":"2023-01-01","cited_by_count":3,"area":null},{"id":"2103.05529","title":"Deep and Statistical Learning in Biomedical Imaging: State of the Art in 3D MRI Brain Tumor Segmentation","created":"2021-03-09","cited_by_count":2,"area":null},{"id":"2108.04267","title":"Automated Olfactory Bulb Segmentation on High Resolutional T2-Weighted MRI","created":"2021-08-09","cited_by_count":2,"area":null},{"id":"2501.08188","title":"A Critical Synthesis of Uncertainty Quantification and Foundation Models in Monocular Depth Estimation","created":"2025-01-14","cited_by_count":2,"area":null},{"id":"2508.01460","title":"Uncertainty-Aware Segmentation Quality Prediction via Deep Learning Bayesian Modeling: Comprehensive Evaluation and Interpretation on Skin Cancer and Liver Segmentation","created":"2025-08-02","cited_by_count":2,"area":null},{"id":"2605.02737","title":"SIAM: Head and Brain MRI Segmentation from Few High-Quality Templates via Synthetic Training","created":"2026-05-04","cited_by_count":2,"area":null},{"id":"2109.06909","title":"Hardware-aware Real-time Myocardial Segmentation Quality Control in Contrast Echocardiography","created":"2021-09-14","cited_by_count":1,"area":null},{"id":"2112.03277","title":"Automatic quality control framework for more reliable integration of machine learning-based image segmentation into medical workflows","created":"2021-12-06","cited_by_count":1,"area":null},{"id":"2211.00303","title":"Exploring Structure-Wise Uncertainty for 3D Medical Image Segmentation","created":"2022-11-01","cited_by_count":1,"area":null},{"id":"2301.04844","title":"SACDNet: Towards Early Type 2 Diabetes Prediction with Uncertainty for Electronic Health Records","created":"2023-01-12","cited_by_count":1,"area":null},{"id":"2308.06129","title":"Uncertainty Quantification for Image-based Traffic Prediction across Cities","created":"2023-08-11","cited_by_count":1,"area":null},{"id":"2403.06993","title":"Automatic driving lane change safety prediction model based on LSTM","created":"2024-02-28","cited_by_count":1,"area":null},{"id":"2210.10160","title":"Uncertainty in Extreme Multi-label Classification","created":"2022-10-18","cited_by_count":0,"area":null},{"id":"2308.05068","title":"Geometric Learning-Based Transformer Network for Estimation of Segmentation Errors","created":"2023-08-09","cited_by_count":0,"area":null},{"id":"2308.09538","title":"Uncertainty-based quality assurance of carotid artery wall segmentation in black-blood MRI","created":"2023-08-18","cited_by_count":0,"area":null},{"id":"2308.13488","title":"Temporal Uncertainty Localization to Enable Human-in-the-loop Analysis of Dynamic Contrast-enhanced Cardiac MRI Datasets","created":"2023-08-25","cited_by_count":0,"area":null},{"id":"2310.09338","title":"Uncertainty Quantification using Generative Approach","created":"2023-10-13","cited_by_count":0,"area":null},{"id":"2503.00450","title":"Unsupervised Source-Free Ranking of Biomedical Segmentation Models Under Distribution Shift","created":"2025-03-01","cited_by_count":0,"area":null},{"id":"2504.04814","title":"Explaining Uncertainty in Multiple Sclerosis Cortical Lesion Segmentation Beyond Prediction Errors","created":"2025-04-07","cited_by_count":0,"area":null},{"id":"2606.17115","title":"Probing, Fusion, and Trustworthiness: A Systematic Evaluation of Foundation Model Representations for Multimodal Cancer Analysis","created":"2026-06-15","cited_by_count":0,"area":null},{"id":"2608.28681","title":"CARD: Calibration via Agreement in Reverse Diffusion for Out-of-Domain MRI Segmentation","created":"2026-08-26","cited_by_count":0,"area":null},{"id":"2610.01452","title":"Uncertainty-Guided Handshake: Efficient Human-in-the-Loop Refinement for Surgical-Grade Glioma Segmentation","created":"2026-10-01","cited_by_count":0,"area":null}],"next_cursor":null}