In an alphanumeric symbol recognition engine comprising an image sensor, an image segmenter, a memory, a neural network recognizer including a library for receiving known images and a comparison means for generating multiple measures of probability for a known inputted image with respect to all possible alphanumeric members of the class to which said inputted image belongs, apparatus for automatic