Random Convolutions for Domain Generalization of Deep Learning–based Medical Image Segmentation Models
Daniel Scholz, Ayhan Can Erdur, Jan Caspar Peeken, Aswathi Varma, Robert Graf, Jan Stefan Kirschke, Daniel Rueckert, Benedikt Wiestler · Radiology Artificial Intelligence · 2025
Domain shift hindered clinical translation of deep learning segmentation models in medical imaging; random convolutions improved segmentation generalization by compelling models to prioritize shape over texture features.