Abstract: In this paper, we present UISE, a unified image segmentation framework that achieves efficient performance across various segmentation tasks, eliminating the need for multiple specialized ...

Abstract: While convolutional neural network (CNN) based methods have driven pivotal advancements in medical image segmentation, they remain constrained by the heavy reliance on large-scale labeled ...