Abstract: The balance between high accuracy and high speed has always been a challenging task in semantic image segmentation. Compact segmentation networks are more widely used in the case of limited ...

To address these challenges, we propose a frequency-enhanced lightweight vision Mamba (FMamba) network for automatic medical image segmentation. Specifically, we introduce the vision state-space (VSS) ...