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UNCERTAINTY FOR SAFE UTILIZATION OF MACHINE LEARNING IN MEDICAL IMAGING, UNSURE 2025

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Papers22
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Journal Papers 22
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SCORPION: Addressing Scanner Induced Variability in Histopathology
deleteUNCERTAINTY FOR SAFE UTILIZATION OF MACHINE LEARNING IN MEDICAL IMAGING, UNSURE 2025
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delete2026-01-01
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PREAI
deleteRyu, Jeongun; Song, Heon; Lee, Seungeun; Cho, Soo Ick; Shin, Jiwon; Paeng, Kyunghyun; Pereira, Sergio
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Aleatoric Uncertainty Medical Image Segmentation Estimation via Flow Matching
deleteUNCERTAINTY FOR SAFE UTILIZATION OF MACHINE LEARNING IN MEDICAL IMAGING, UNSURE 2025
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delete2026-01-01
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PREAI
deleteVan Phi Nguyen; Ngoc Huynh Trinh; Duy Minh Lam Nguyen; Phu Loc Nguyen; Quoc Long Tran
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Evaluation of Monte Carlo Dropout for Uncertainty Quantification in Multi-task Deep Learning-Based Glioma Subtyping
deleteUNCERTAINTY FOR SAFE UTILIZATION OF MACHINE LEARNING IN MEDICAL IMAGING, UNSURE 2025
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delete2026-01-01
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deleteRojas, Gonzalo Esteban Mosquera; van der Voort, Sebastian; Pirkl, Carolin M.; Kaushik, Sandeep; Smits, Marion; Klein, Stefan
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Is Uncertainty Quantification a Viable Alternative to Learned Deferral?
deleteUNCERTAINTY FOR SAFE UTILIZATION OF MACHINE LEARNING IN MEDICAL IMAGING, UNSURE 2025
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delete2026-01-01
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deleteWundram, Anna M.; Baumgartner, Christian F.
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MEGAN: Mixture of Experts for Robust Uncertainty Estimation in Endoscopy Videos
deleteUNCERTAINTY FOR SAFE UTILIZATION OF MACHINE LEARNING IN MEDICAL IMAGING, UNSURE 2025
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delete2026-01-01
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deleteAgbelese, Damola; Chaitanya, Krishna; Pati, Pushpak; Parmar, Chaitanya; Mobadersany, Pooya; Fadnavis, Shreyas; Surace, Lindsey; Yarandi, Shadi; Ghanem, Louis R.; Lucas, Molly; Mansi, Tommaso; Cula, Gabriela Oana; Damasceno, Pablo F.; Standish, Kristopher
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A Proper Structured Prior for Bayesian T_1T1 Mapping
deleteUNCERTAINTY FOR SAFE UTILIZATION OF MACHINE LEARNING IN MEDICAL IMAGING, UNSURE 2025
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delete2026-01-01
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PREAI
deleteLin, Disi; Garpebring, Anders; Lofstedt, Tommy
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Disagreement-Driven Uncertainty Quantification in Late Gadolinium Enhancement Cardiac MRI
deleteUNCERTAINTY FOR SAFE UTILIZATION OF MACHINE LEARNING IN MEDICAL IMAGING, UNSURE 2025
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delete2026-01-01
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deleteSchwab, Matthias; Haltmeier, Markus; Mayr, Agnes
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Empirical Bayesian Methods and BNNs for Medical OOD Detection
deleteUNCERTAINTY FOR SAFE UTILIZATION OF MACHINE LEARNING IN MEDICAL IMAGING, UNSURE 2025
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delete2026-01-01
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PREAI
deleteRaina, Kevin
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SPARTA: Spectral Prompt Agnostic Adversarial Attack on Medical Vision-Language Models
deleteUNCERTAINTY FOR SAFE UTILIZATION OF MACHINE LEARNING IN MEDICAL IMAGING, UNSURE 2025
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delete2026-01-01
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deleteHanif, Asif; Zaheer, Zaigham; Khan, Salman; Khan, Fahad Shahbaz; Anwer, Rao
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Uncertainty-Aware Classification: A Human-Guided Bayesian Deep Learning Framework
deleteUNCERTAINTY FOR SAFE UTILIZATION OF MACHINE LEARNING IN MEDICAL IMAGING, UNSURE 2025
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delete2026-01-01
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deleteKampen, PeterJ. T.; Reimann, Marcel; Hannemose, Morten Rieger; Christensen, Anders Nymark; Kolko, Miriam; Dahl, Anders Bjorholm; Sundgaard, Josefine Vilsboll
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Unsupervised Artifact Detection and Quantification via Contrastive Learning with Noise Reference
deleteUNCERTAINTY FOR SAFE UTILIZATION OF MACHINE LEARNING IN MEDICAL IMAGING, UNSURE 2025
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delete2026-01-01
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PREAI
deleteLippenszky, Levente; Yang, Hongxu; de Arcos, Jose; Rusko, Laszlo
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LEXU: Learning from Expert Disagreement for Single-Pass Uncertainty Estimation in Medical Image Segmentation
deleteUNCERTAINTY FOR SAFE UTILIZATION OF MACHINE LEARNING IN MEDICAL IMAGING, UNSURE 2025
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delete2026-01-01
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deleteAbutalip, Kudaibergen; Saeed, Numan; Maani, Fadillah; Sobirov, Ikboljon; Andrearczyk, Vincent; Depeursinge, Adrien; Yaqub, Mohammad
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Decoupling Clinical and Class-Agnostic Features for Reliable Few-Shot Adaptation Under Shift
deleteUNCERTAINTY FOR SAFE UTILIZATION OF MACHINE LEARNING IN MEDICAL IMAGING, UNSURE 2025
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delete2026-01-01
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PREAI
deleteRahman, Umaima; Imam, Raza; Yaqub, Mohammad; Mahapatra, Dwarikanath
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Label-Free Estimation of Clinically Relevant Performance Metrics Under Distribution Shifts
deleteUNCERTAINTY FOR SAFE UTILIZATION OF MACHINE LEARNING IN MEDICAL IMAGING, UNSURE 2025
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delete2026-01-01
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deleteFluhmann, Tim; Bissoto, Alceu; Hoang, Trung-Dung; Koch, Lisa M.
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Benchmarking Uncertainty and Its Disentanglement in Multi-label Chest X-Ray Classification
deleteUNCERTAINTY FOR SAFE UTILIZATION OF MACHINE LEARNING IN MEDICAL IMAGING, UNSURE 2025
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delete2026-01-01
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deleteBaur, Simon; Samek, Wojciech; Ma, Jackie
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Pseudo-D: Informing Multi-view Uncertainty Estimation with Calibrated Neural Training Dynamics
deleteUNCERTAINTY FOR SAFE UTILIZATION OF MACHINE LEARNING IN MEDICAL IMAGING, UNSURE 2025
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delete2026-01-01
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PREAI
deleteGu, Ang Nan; Tsang, Michael; Vaseli, Hooman; Abolmaesumi, Purang; Tsang, Teresa
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Bayesian MRI Reconstruction with Structured Uncertainty Distributions
deleteUNCERTAINTY FOR SAFE UTILIZATION OF MACHINE LEARNING IN MEDICAL IMAGING, UNSURE 2025
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delete2026-01-01
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PREAI
deleteDeveney, Teo; Simpson, Ivor; Campbell, Neill
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Metric-Guided Conformal Bounds for Probabilistic Image Reconstruction
deleteUNCERTAINTY FOR SAFE UTILIZATION OF MACHINE LEARNING IN MEDICAL IMAGING, UNSURE 2025
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delete2026-01-01
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PREAI
deleteCheung, Matt Y.; Netherton, Tucker J.; Court, LaurenceE.; Veeraraghavan, Ashok; Balakrishnan, Guha
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Evaluation of Uncertainty-Aware Multi-software Ensembles for Hippocampal Segmentation
deleteUNCERTAINTY FOR SAFE UTILIZATION OF MACHINE LEARNING IN MEDICAL IMAGING, UNSURE 2025
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deleteOliveira-Stahl, Gabriel; Schroder, Anna; Moggridge, James; Salhab, Hamza A.; Micallef, Caroline; Barnes, Josephine; Cardoso, M. Jorge; Sudre, Carole H.; Grech-Sollars, Matthew
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Out-of-Distribution Detection in Medical Imaging via Diffusion Trajectories
deleteUNCERTAINTY FOR SAFE UTILIZATION OF MACHINE LEARNING IN MEDICAL IMAGING, UNSURE 2025
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delete2026-01-01
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PREAI
deleteAbdi, Lemar; Caetano, Francisco; Valiuddin, Amaan; Viviers, Christiaan; Joudeh, Hamdi; van der Sommen, Fons
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