The technology of video based object detection and tracking is one of the hotspots in the field of computer vision, which is also the basic and important technology in the applications of smart surveillance, human-machine interface, mobile robots navigation, industrial robots hand-eye system and so on. This thesis focuses on the solution to the problems of the objects, especially people, the detection and the tracking in the applications of smart surveillance and human-machine interface. Main achievements o...