Engagement is Tied to Context: A Configurable Multimodal Architecture for Engagement Estimation Across Adult and Child Interactions
A configurable multimodal architecture comprising four main modules: multimodal fusion, temporal encoding, interaction modeling, and prediction heads is proposed, taking frame-level engagement estimation as the objective and evaluating it across datasets spanning adult dyadic conversation and child interaction in free-...