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To facilitate the tracking of moving targets in a video, the relation between the camera and the scene is kept fixed by registering the video frames at the ground level. When the camera capturing the video is fixed with respect to the scene, detected motion will represent the target motion. However, when a camera in motion is used to capture the video, image registration at ground level is required...