MDSF-Net: Mamba-driven spatial–spectral dual-stream fusion and hierarchical semantic linking for medical image segmentation
A novel segmentation network, MDSF-Net, consisting of two key components: the Spatial-Mamba-Frequency Feature Block (SMFB) and the Hierarchical Semantic Link (HSL) module, which outperforms current state-of-the-art segmentation methods across key quantitative metrics.