A controlled benchmark of five 3D medical encoders shows that MRI artifacts distort representation geometry differently per model and artifact, with 3DINO most stable and BrainIAC most sensitive.
Nature Medicine (2026) 1–7 1, 4, 5
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Do 3D Medical Foundation Models See Through MRI Artifacts? A Controlled Study of Representation Robustness
A controlled benchmark of five 3D medical encoders shows that MRI artifacts distort representation geometry differently per model and artifact, with 3DINO most stable and BrainIAC most sensitive.