“…Under this point of view, our system is simpler and easy to deploy. Some earlier works [6,21,20,5] proposed approaches to monitoring activities by using ceiling mounted omnidirectional cameras [5], in particular catadioptric devices [17], that are made of a convex mirror and a camera, pointing up to the mirror. These devices are difficult to calibrate, as the shape of the mirror must be known to compensate the angle-based distortion.…”