Introduction: From Passive Vision to Cognitive Perception For decades, video systems have functioned as passive observers—capturing immense volumes of visual data without any intrinsic understanding of what that data represents. Cameras could record motion, detect anomalies, and trigger alerts, but the burden of interpretation remained firmly on human operators. In an era defined by data…

