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20212024
most citedTrustworthy clinical AI solutions: a unified review of uncertainty quantification in deep learning models for medical image analysis

13 citations · 23 across the 11 of their papers we have counts for

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cs.CV2024

Robust Conformal Volume Estimation in 3D Medical Images

Benjamin Lambert, Florence Forbes, Senan Doyle +1

Volumetry is one of the principal downstream applications of 3D medical image segmentation, for example, to detect abnormal tissue growth or for surgery planning. Conformal Predict…

cs.CV2023

Multi-layer Aggregation as a key to feature-based OOD detection

Benjamin Lambert, Florence Forbes, Senan Doyle +1

Deep Learning models are easily disturbed by variations in the input images that were not observed during the training stage, resulting in unpredictable predictions. Detecting such…