Student engagement is a key component of learning and teaching, resulting in plethora automated methods to measure it. Whereas most the literature explores student analysis using computer-based often lab, we focus on classroom instruction authentic environments. We collected audiovisual recordings secondary school classes over one half month period, acquired continuous labeling per (N=15) repea...