Automatic target recognition usually requires a model or information from which a scene interpretation can be made. The approach of this paper is to obtain this recognition on a photograph basis. The apparent simplicity of the method only hides difficulties which are discussed in the paper. Solutions are brought in order to solve most of these and a general method is proposed. It is illustrated by some examples. Applications in multiple domains can be foreseen.