In one embodiment, the present invention is a method and apparatus for autonomous object tracking. In one embodiment, a method for tracking a moving object across at least a portion of a video signal made up of a plurality of image frames includes stabilizing the video signal by processing selected portions of selected image frames, detecting at least one movement in the stabilized video signal, and computing a location of the detected movement(s).