An algorithm for the detection of military vehicles in FLIR imagery is used as a prescreener to eliminate large areas of the image from further analysis. The output is a list of likely target locations with confidence numbers, which may be sent to a more complex clutter rejection algorithm for analysis. The algorithm uses simple features, and is intended to be applicable to a wide variety of target-sensor geometries, sensor configurations, and applications.