2026
What to Trust? A Trust-aware Knowledge-guided Method for Zero-shot Object State Understanding in Videos
AAAI 2026technical
Object state understanding aims at recognizing the co-occurrence and transitions of multiple object states in videos. While learning from videos handles seen object states well, it struggles with novel ones. We address this task in a zero-shot setting by extracting state-specific knowledge from pre-