1. A method for detecting objects in a video sequence of image frames, comprising the steps of: (a) searching a region in a frame for a desired object using a sliding window during a processing period; (b) obtaining measurements in the window based on object definitions; and (c) comparing the measurements with pre-defined values for the desired object, to determine if the current windowed region includes the desired object.