Why Invariance is Not Enough for Biomedical Domain Generalization and How to Fix It

Sebo Diaz, Polina Golland, Elfar Adalsteinsson +1

We present MaskGen, a theoretically grounded and deliberately simple approach for domain generalization in 3D biomedical image segmentation. Modern segmentation models degrade shar…