CVSD-Reg: Cross-Modal Visual Semantic Prior Distillation for Robust LiDAR Registration
CVSD-Reg is proposed, a robust global LiDAR registration framework that distills visual semantic priors from a vision foundation model into LiDAR representations and generalizes to both single-sensor and zero-shot cross-sensor scenarios without sensor-specific adaptation and remains entirely camera-free at inference.