Junwen Liu

GeoSemba: Reconstructing State Space Model for Cross Paradigm Representation in Medical Image Segmentation

Mamba-based models have emerged as a promising paradigm for medical image segmentation due to their linear-complexity state-space modeling. However, their effectiveness is still limited by the mismatch between anatomical geometry and tissue-specific semantics, as well as by spatially entangled diagn