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K. Ovens

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Review Open access Jul 2026

Uncertainty Quantification in Medical Image Segmentation: A Comprehensive Survey

A comprehensive survey of UQ techniques in medical image segmentation is presented, categorizing existing approaches into Bayesian methods, deep ensembles, deterministic methods, test-time data augmentation, and hybrid models, while treating foundation-model-based UQ as a separate cross-cutting category.

Seyed Sina Ziaee, K. Ovens · 0 citations