arxivcs.CV2026-07-31
CALM-AH: An ABAW11-Calibrated Multimodal Ensemble with Reliability-Gated Multi-Expert Consensus for Video-Level Ambivalence and Hesitancy Recognition
Wenzhuo Sun, Mingjian Liang, Richard Attfield, Zongyuan Ge, Xuelian Cheng, Pamela Carreno-Medrano
Ambivalence and hesitancy (A/H) are subtle behavioural states that may be expressed through language, voice, facial activity, and other non-verbal cues. The ABAW11 A/H Video Recognition Challenge asks systems to assign a binary A/H label to each naturalistic interview video. Perf…