Shi-Chong Zhou

Intrinsic dimension for evaluating and analyzing neural networks for medical image segmentation.

BACKGROUND AND OBJECTIVE Evaluating medical image segmentation models typically relies on expert annotations, which are scarce, costly, and time-consuming to obtain. Intrinsic dimension (ID), defined as the minimal number of parameters required to describe high-dimensional data, has been shown to correlate with model g...