Rajan LuthraVideo cameras have become deeply embedded in the fabric of modern life, spanning residential environments, commercial complexes, public infrastructure, transportation networks, high-security facilities and critical infrastructure. Newer form factors - such as body-worn cameras, vehicle dash-cams, drone-mounted cameras, and imaging systems on autonomous machines - are expanding both the scale and diversity of video capture. Against this backdrop of pervasive adoption, this paper exami