Abstract: Automatic detection and prevention of open-set failures are crucial in closed-loop robotic systems. Recent studies often struggle to simultaneously identify unexpected failures reactively ...

Abstract: Recent advancements in Multi Modal Language Models (MMLMs) have led to major breakthroughs in object reasoning segmentation, which plays an important role in human robot interaction. However ...