With the evolution of 5G and 6G communication systems, sensing-assisted communication technology becomes essential for improving the operational efficiency of vehicle-to-infrastructure (V2I) systems.

Point cloud semantic segmentation (PCSS) shows great potential in generating accurate 3D semantic maps for digital twin railways. Deep learning-based methods have seen substantial advancements, driven ...