Xiao-Han Lang

Uncertainty-guided decoupled complementary network for binary semi-supervised medical image segmentation

Semi-supervised medical image segmentation methods have drawn wide attention as they reduce reliance on heavily annotated data. However, existing models suffer from confirmation bias with limited annotations, and structural or parameter coupling hinders self-correction, especially for medical images with ambiguous boun...