CS ‐ MSANet : Direction‐Aware Representation and Consistency‐Driven Feature Reconstruction for Medical Image Segmentation
Medical image segmentation is crucial for computer‐aided diagnosis, yet accurately delineating complex anatomical structures remains challenging. Many existing architectures rely predominantly on isotropic local modeling or coupled channel–spatial attention, which can limit directional representation and flexible mul...