UAPE-CLIP: Uncertainty-Aware prompt learning with vision–language alignment for student engagement recognition
Student engagement recognition underpins the understanding of learning behaviors, early warning of learning risks, and the design of instructional interventions. Most existing approaches primarily model visual spatiotemporal cues and make limited use of semantic priors encoded in label text, which can lead to brittle p...