The Computer Vision Laboratory at the University of Maryland has been developing a computer vision system for autonomous ground navigation of roads and road networks. This report describes the image processing component of that vision system and its implementation on a VICOM image processing system. Keywords include: Image processing; Computer vision; Road following; Autonomous navigation; and Sobel edge detector.