Sep 2026
MCSD-net: a heterogeneous dual-student network for semi-supervised medical image segmentation
MCSD-Net is proposed, a heterogeneous dual-student framework that pairs a structure-oriented Mamba student with a detail-oriented ConvNeXt student and its Cross-Scale Selective Fusion (CS2F) module uses input-dependent gates to combine aligned decoder features and branch logits.
Xiang Wan, Bo Wang
· Signal, Image and Video Proc... · 0 citations