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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 · 0 citations

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