Description: The method of synthesis of nonparametric algorithms of recognition of the images set by complex reference descriptions as sets of reference intervals and (or) discrete values of attributes is developed. Training of algorithm is based on reception of polygonal estimations of the statistical average functions of plausibility on Smirnov