Similarity measurement is a key step in image matching, this paper studies the differences between feature vector sequence alignment and cross comparison method, and based on two-dimensional histogram features which are extracted by shape context, respectively combined with x2 distance, earth mover's distance and the diffusion distance these three different similar measurements, it carries out the identification and verification of a variety of image standard library.