The embodiment of the invention provides an image classification method and apparatus, an electronic device, and a readable storage medium. At least one candidate sub graph is obtained in a to-be-classified image; a brightness matrix and a gradient matrix of each candidate sub graph are determined; according to the brightness matrix and the gradient matrix of each candidate sub graph, the pixel point number meeting a preset brightness value and a preset gradient value at the same time is determined and a brightness-gradient co-occurrence matrix corresponding to each candidate sub graph is formed; and on the basis of the brightness-gradient co-occurrence matrix corresponding to each candidate sub graph, an
image type of the to-be-classified image is determined. According to the image classification method, the brightness and gradient feature information of the image is extracted and a statistic analysis is carried out on all pixel points in the image by combining the brightness-gradientfeatures, so that
texture feature information of the image is obtained accurately and the accuracy of correct identification of the
image type is improved. Moreover, only the feature information of the candidate sub graph is analyzed and thus the to-be-analyzed data volume is reduced, so that the efficiency of
image type identification is enhanced effectively.