Robust Light-Weight Facial Affective Behavior Recognition with CLIP

arXiv:2403.09915v1 Announce Type: new
Abstract: Human affective behavior analysis aims to delve into human expressions and behaviors to deepen our understanding of human emotions. Basic expression categories (EXPR) and Action Units (AUs) are two essential components in this analysis, which categorize emotions and break down facial movements into elemental units, respectively. Despite advancements, existing approaches in expression classification and AU detection often necessitate complex models and substantial computational resources, limiting their applicability in everyday settings. In this work, we introduce …

arxiv behavior clip cs.cv light recognition robust type