2026
MonoMPC: Monocular Vision Based Navigation With Learned Collision Model and Risk-Aware Model Predictive Control
RA-L 2026
Navigating unknown environments with a single RGB camera is challenging, as the lack of depth information prevents reliable collision-checking. While some methods use estimated depth to build collision maps, we found that depth estimates from vision foundation models are too noisy for zero-shot navi