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DiffSemanticFusion: Semantic Raster BEV Fusion for Autonomous Driving via Online Map Diffusion

Autonomous driving requires accurate scene understanding, including road geometry, traffic agents, and their semantic relationships. In online HD map generation scenarios, raster-based representations are well-suited to vision models but lack geometric precision, while graph-based representations re