Abstract: Based on theory and model of high order neural network, by means of feature extraction of similar triangle and coarse coded high discrimination image, TSRI pattern recognition of image margin is developed. Through research on targets of F 18 aeroplane and the space ship, the advantages of technique of neural network compared with tranditional digit circuit method are proved.