Research questionHow can mobile robots understand people and surroundings well enough to navigate safely and collaborate adaptively?Mobile robots need to recognize relevant people, objects, and spatial structure while operating around humans. Missing or incomplete geometric and semantic context can lead to poor motion planning, collision avoidance, and interaction decisions.