Do 3D Medical Foundation Models See Through MRI Artifacts? A Controlled Study of Representation Robustness

Julia Anna Mielcarz, Daniel Klaaby, Mostafa Mehdipour Ghazi

Self-supervised 3D medical foundation models are increasingly used as general-purpose feature extractors, yet their sensitivity to MRI artifacts remains poorly understood. We prese…