This paper proposes a new sonar image recognition method based on gray level-gradient co-occurrence matrix sparse representation.The gray level-gradient co-occurrence matrix is used to extract the feature of sonar images.Compared with the result of global feature extraction,the result of this new method contains important texture information.The sonar image is recognized by sparse representation classification.The simulation result shows that the proposed method not only recognizes the sonar image in real t...