Abstract: Automatic Target Recognition from aerial photographs is formulated in decision theoretic terms. Methods of representing images on photographs as multi-dimensional vectors are discussed, and the method of processing the resulting parametric representation of images by computer-aided means is presented. The electro-optical instrumentation aspects of obtaining the vector representation of photographic images is illustrated with examples.