Heteroscedastic Uncertainty Estimation Framework for Unsupervised Registration

Xiaoran Zhang, Daniel H. Pak, Shawn S. Ahn +6

Deep learning methods for unsupervised registration often rely on objectives that assume a uniform noise level across the spatial domain (e.g. mean-squared error loss), but noise d…