Segmentation Uncertainty Estimation

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  1. A Probabilistic Perspective on Wasserstein-Based Evidential Uncertainty for Out-of-Distribution Segmentation

    Oct 7, 2026Arnold Brosch, Abdelrahman Eldesokey, Michael Felsberg +1Segmentation Uncertainty EstimationEvidential Deep Learning

  2. Quantifying Volumetric Risk: Class-Aware Asymmetric Weighted Conformal Prediction for 3D Medical Image Segmentation

    Oct 7, 2026Shadi Alijani, Fereshteh Aghaee Meibodi, Homayoun NajjaranConformal PredictionSegmentation Uncertainty Estimation

  3. GUARD: Geometric Uncertainty-Aware Point Cloud Denoising and Segmentation for Robotic Hard Disk Drive Disassembly

    Oct 6, 2026Zuoxu Wang, Xiao LiangPoint Cloud Learning3D Part Segmentation

  4. Uncertainty-Guided Handshake: Efficient Human-in-the-Loop Refinement for Surgical-Grade Glioma Segmentation

    Oct 1, 2026Samuel Hart, Ahmad Yahya, Ahmed Karam EldalyInteractive Medical Image SegmentationHuman-in-the-Loop Annotation

  5. Towards Trustworthy AI for Glioma Diagnosis: A Task-Aware Evaluation of Uncertainty Quantification

    Sep 30, 2026Gonzalo Esteban Mosquera Rojas, Sebastian R. van der Voort, Carolin M. Pirkl +3Uncertainty QuantificationBrain Tumor Classification

  6. Beyond Accuracy: Uncertainty-Guided Boundary Refinement for Reliable Biomedical Image Segmentation

    Sep 14, 2026Anima KujurMedical Image SegmentationBoundary-Aware Segmentation

  7. Cross-Model Agreement as a Deployment-Time Reliability Signal for Automatic Polyp Segmentation

    Sep 9, 2026Siddharth Gupta, Jitin SinglaPolyp SegmentationSegmentation Uncertainty Estimation

  8. Latent-to-Latent Flow for Volumetric Stochastic Segmentation

    Sep 7, 2026Omar Todd, Sooha Kim, Raghav Mehta +5Flow MatchingMedical Image Segmentation

  9. Reliability analysis for BraTS-GoAT segmentation: a controlled robustness study of deep-ensemble uncertainty

    Aug 13, 2026Riya Deepak Shet, Le ZhangUncertainty QuantificationNeural Network Robustness

  10. Generative Semantic Segmentation via an Observable Semantic-Image Interface and Hierarchical Generator Evidence Alignment

    Aug 12, 2026Weize Cai, Yongqi Dong, Zhida Shao +1Segmentation Uncertainty EstimationSemantic Segmentation

  11. VIDS-Seg: Towards Reliable Uncertainty Quantification in Pediatric Cardiac Ultrasound Segmentation

    Aug 11, 2026Paul Fischer, Ece OzkanUltrasound Image SegmentationUncertainty Quantification

  12. ST-LoRA: Single Trajectory LoRA Ensemble for Uncertainty Aware Agricultural Segmentation

    Aug 2, 2026Mohamed Farag, Genc Hoxha, Yahia Maleki +2Image SegmentationEnsemble Learning

  13. U-CFR: Uncertainty-Guided Cascade Forward Refinement for Interactive Segmentation

    Jul 22, 2026Elijah Danquah Darko, Min Xian, Terence Soule +2Promptable Image SegmentationBoundary-Aware Segmentation

  14. Trustworthy Medical Segmentation: Uncertainty-Aware U-Net Evaluation Under Clinical Image Degradation

    Jul 22, 2026Pranav Kaliaperumal, Manisha KaliaperumalImage Corruption RobustnessU-Net

  15. PlumeQuant: Uncertainty-aware consistency assessment of methane plume masks and emission-rate estimates

    Jul 15, 2026Parisa Masnadi Khiabani, Wolfgang Jentner, Alireza Rangrazjeddi +4Uncertainty QuantificationRemote Sensing

  16. GRC-ProbNet: Uncertainty-aware Feature Extraction for Cardiovascular Disease Classification

    Jul 11, 2026Yash Shah, Omar Todd, Philipp Seeböck +3Medical Image SegmentationSegmentation Uncertainty Estimation

  17. Uncertainty-Aware Multi-Source Retinal Fluid Segmentation in OCT

    Jul 9, 2026Animesh KumarMulti-Source Domain AdaptationMedical Imaging

  18. RUFNet: Query-Guided Support Mask Refinement and Uncertainty Fusion based on Hybrid Mamba for Few-Shot Brain Tumor Segmentation

    Jul 6, 2026Dongyi He, Xiangkai Wang, Binbing Xu +5Few-Shot Medical Image SegmentationSegmentation Uncertainty Estimation

  19. Trust the Prior (or Not): Uncertainty-Aware Abdominal Aortic Aneurysm Segmentation

    Jun 30, 2026Erich Robbi, Daniele Ravanelli, Andrea PasseriniDomain GeneralizationMedical Image Segmentation

  20. Set-Inclusive Uncertainty Modeling for Robust Brain Tumor Segmentation

    Jun 29, 2026Seunghun Baek, Jihwan Park, Jaeyoon Sim +3Representation LearningMultimodal Robustness

  21. Interpretable Probabilistic Medical Image Segmentation via Gaussian Process with Explicit Modelling of Annotation Bias and Variability

    Jun 22, 2026Qi Li, Yuliang Huang, Shaheer U. Saeed +7Gaussian ProcessesMedical Image Segmentation

  22. EnTrust: Modeling Inter-Modal Conflict for Trustworthy Multimodal Medical Image Analysis

    Jun 19, 2026Dwarikanath Mahapatra, Abhijit Das, Behzad Bozorgtabar +5Cross-Modality Medical Image SegmentationUncertainty-Aware Multimodal Fusion

  23. Neural Architecture Distributions: A New Paradigm for Stochastic Segmentation

    Jun 19, 2026Conghui Li, Junhao Huang, Chern Hong Lim +2Image SegmentationMedical Image Segmentation

  24. Confidence is Not Reliability: Rethinking MC Dropout in Brain Tumour Segmentation

    Jun 17, 2026Xin Ci Wong, Duygu Sarikaya, Kieran Zucker +2Segmentation Uncertainty EstimationUncertainty Calibration

  25. Quantification of Uncertainty with Adversarial Models in Medical Image Segmentation

    Jun 17, 2026Hana Jebril, Thomas Pinetz, Günter Klambauer +1Uncertainty QuantificationMedical Image Segmentation

  26. Learning a Sampling-Free Variational DNN Plugin from Tiny Training Sets to Refine OOD Segmentation With Uncertainty Estimation

    Jun 14, 2026Jimut B. Pal, Suyash P. AwateOOD GeneralizationMedical Image Segmentation

  27. Improving PET/CT-Based Whole-Body Lesion Segmentation Using Prediction Uncertainty-Augmented Models

    Jun 8, 2026Bashirul Azam Biswas, Biratal Raj Wagle, Zhihan Yang +4Ensemble LearningPET/CT Imaging

  28. Co-GLANCE: Uncertainty-Aware Active Perception for Heterogeneous Robot Teaming

    Jun 7, 2026Michal P. Podolinsky, Neel P. Bhatt, Pranay Samineni +3Active PerceptionImage Segmentation

  29. Multi-Task Crack Foundation Model for Engineering-Reliable Crack Representation and Topology Preservation in Civil Infrastructure

    Jun 4, 2026Blessing Agyei Kyem, Joshua Kofi Asamoah, Eugene Denteh +1Vision Foundation Model AdaptationTopology-Preserving Image Segmentation

  30. Implicit Fuzzification via Bounded Noise Injection for Robust Medical Image Segmentation

    Jun 3, 2026Bisheng Tang, Zhangfeng Ma, Chuchu Zhai +4Ultrasound Image SegmentationMedical Image Segmentation

  31. Energy-Aware NECO for Single-Pass Pixel-wise Out-of-Distribution Detection in Semantic Segmentation

    May 28, 2026Boyuan Zhang, Huanshan Huang, Yifei CaoImage SegmentationOOD Detection

  32. Measuring Prediction Uncertainty in Neural Cellular Automata

    May 26, 2026Ario Sadafi, Michael Deutges, Nassir Navab +1Neural Cellular AutomataImage Segmentation

  33. Are We Overconfident in Models and Results for Semi-Supervised 3D Medical Image Segmentation?

    May 25, 2026Jun Li, Ziwei QinBenchmark ContaminationSemi-Supervised Medical Image Segmentation

  34. Invascal: Inverse-Vacuity Self-Calibration for Uncertainty-Aware LiDAR Range-View Semantic Segmentation

    May 20, 2026Kerim Turacan, Hannes Reichert, Andrei Bolandut +1Evidential Deep Learning3D Semantic Segmentation

  35. Hyper-V2X: Hypernetworks for Estimating Epistemic and Aleatoric Uncertainty in Cooperative Bird's-Eye-View Semantic Segmentation

    May 20, 2026Abhishek Dinkar Jagtap, Sanath Tiptur Sadashivaiah, Andreas FestagHypernetworksV2X Communication

  36. Lost in the Folds: When Cross-Validation Is Not a Deep Ensemble for Uncertainty Estimation

    May 18, 2026Tristan Kirscher, Markus Bujotzek, Yannick Kirchhoff +5Deep EnsemblesMedical Image Segmentation

  37. U-SEG: Uncertainty in SEGmentation -- A systematic multi-variable exploration

    May 14, 2026Michael Smith, Frank P. FerrieImage SegmentationPanoptic Segmentation

  38. Segment Anything with Robust Uncertainty-Accuracy Correlation

    May 11, 2026Hongyou Zhou, Marc Toussaint, Ling Shao +1Image SegmentationPromptable Image Segmentation

  39. Uncertainty-Guided Dual-Domain Learning for Reliable Skin Lesion Segmentation

    May 10, 2026Duwei Dai, Caixia Dong, Guowei Dai +6Medical Image SegmentationSkin Lesion Segmentation

  40. Principle-Guided Supervision for Interpretable Uncertainty in Medical Image Segmentation

    May 9, 2026An Sui, Yuzhu Li, Gunter Schumann +2Image SegmentationUncertainty Quantification

  41. Harmonized Feature Conditioning and Frequency-Prompt Personalization for Multi-Rater Medical Segmentation

    May 6, 2026Sanaz Karimijafarbigloo, Armin Khosravi, Alireza Kheyrkhah +3Medical Image AnalysisFrequency-Domain Feature Learning

  42. Uncertainty Estimation in Instance Segmentation of Affordances via Bayesian Visual Transformers

    May 5, 2026Lorenzo Mur-Labadia, Ruben Martinez-Cantina, Jose J. GuerreroBayesian Neural NetworksInstance Segmentation

  43. Multi-Rater Calibrated Segmentation Models

    May 4, 2026Meritxell Riera-Marín, Javier García López, Júlia Rodríguez-Comas +2Inter-Rater ReliabilityImage Segmentation

  44. UnGAP: Uncertainty-Guided Affine Prompting for Real-Time Crack Segmentation

    May 4, 2026Conghui Li, Huanyu He, Xin Wang +2Segmentation Uncertainty EstimationCrack Segmentation

  45. RADMI: Latent Information Aggregation as a Proxy for Model Uncertainty

    May 2, 2026William Stevens, Mohit Prabhushankar, Ghassan AlRegibUncertainty QuantificationDense Prediction

  46. UHR-Net: An Uncertainty-Aware Hypergraph Refinement Network for Medical Image Segmentation

    Apr 30, 2026Shuokun Cheng, Jinghao Shi, Kun SunContrastive LearningImage Segmentation

  47. Assessing Pancreatic Ductal Adenocarcinoma Vascular Invasion: the PDACVI Benchmark

    Apr 30, 2026M. Riera-Marín, O. K. Sikha, J. Rodríguez-Comas +23Inter-Rater ReliabilityMedical Image Analysis

  48. Lorentz Framework for Semantic Segmentation

    Apr 18, 2026Zahid Hasan, Masud Ahmed, Nirmalya RoySegmentation Uncertainty EstimationSemantic Segmentation

  49. TwinTrack: Post-hoc Multi-Rater Calibration for Medical Image Segmentation

    Apr 17, 2026Tristan Kirscher, Alexandra Ertl, Klaus Maier-Hein +3Image SegmentationPost-Hoc Calibration

  50. UA-Net: Uncertainty-Aware Network for TRISO Image Semantic Segmentation

    Apr 16, 2026Kyle Lucke, Zuzanna Krajewska-Travar, Shoukun Sun +3Image SegmentationMaterials Science

  51. SegWithU: Uncertainty as Perturbation Energy for Single-Forward-Pass Risk-Aware Medical Image Segmentation

    Apr 16, 2026Tianhao Fu, Austin Wang, Charles Chen +2Image SegmentationUncertainty Quantification

  52. Rethinking Uncertainty Quantification and Entanglement in Image Segmentation

    Mar 19, 2026Jakob Lønborg Christensen, Vedrana Andersen Dahl, Morten Rieger Hannemose +2Uncertainty QuantificationDeep Ensembles

  53. Volumetric Directional Diffusion: Anchoring Uncertainty Quantification in Anatomical Consensus for Ambiguous Medical Image Segmentation

    Mar 4, 2026Chao Wu, Mahesh Bhosale, Kangxian Xie +3Medical Image Segmentation3D Medical Image Segmentation

  54. Conformal Prediction Sets for Instance Segmentation

    Feb 10, 2026Kerri Lu, Dan M. Kluger, Stephen Bates +1Image SegmentationInstance Segmentation

  55. Uncertainty-Aware Domain Adaptation for Vitiligo Segmentation in Clinical Photographs

    Dec 12, 2025Wentao Jiang, Vamsi Varra, Caitlin Perez-Stable +3Image SegmentationDomain Adaptation

  56. LatentFM: A Latent Flow Matching Approach for Generative Medical Image Segmentation

    Dec 4, 2025Ngoc Huynh Trinh, Hoang Anh Nguyen Kim, Hai Toan Nguyen +1Flow MatchingMedical Image Segmentation

  57. Diffusion Model in Latent Space for Medical Image Segmentation Task

    Dec 1, 2025Ngoc Huynh Trinh, Hai Toan Nguyen, Son Ba Luong +1Latent Diffusion ModelsMedical Image Segmentation

  58. Uncertain but Useful: Leveraging CNN Training Variability into Data Augmentation

    Sep 5, 2025Inés Gonzalez-Pepe, Vinuyan Sivakolunthu, Yohan Chatelain +1Image SegmentationData Augmentation

  59. Voxeland: Probabilistic Instance-Aware Semantic Mapping with Evidence-based Uncertainty Quantification

    Nov 13, 2024Jose-Luis Matez-Bandera, Pepe Ojeda, Javier Monroy +2Segmentation Uncertainty Estimation3D Instance Segmentation