Cai, J.; Lin, R.; Su, J.; Li, Q.; Yang, W.; Yu, Y.; Liu, W. Seeing in Double: Dual-Granularity BEV Segmentation via Mamba-Driven Alignment and Polar-Decoupled Experts. AAAI 2026, 40, 2516-2524.