PIVOT: Physically Informed Vision-Language Off-Road Traversability for Field Robot Navigation

PIVOT presents a physically informed vision-language system for off-road traversability assessment in field robot navigation. The approach augments conventional geometry-based planning with vision-language-model (VLM)-based semantic reasoning to improve terrain assessment in unstructured and geometrically complex environments. The system addresses the limitation of conservative geometry-only methods while maintaining computational efficiency.