The invention relates to a method for recognizing minority clothing images, belonging to the field of computer vision, pattern recognition and image application. Firstly, the clothing images of minority nationalities to be recognized are inputted, and the images to be recognized and the training images in the clothing image database of minority nationalities are detected to obtain the images to berecognized and the training images respectively. Secondly, the color histogram, HOG, LBP, SIFT and edge of the detected image and training image are extracted to obtain the feature extracted image and training image. Then, the semantic attributes of minority clothing are defined, and the multi-task model is used to learn the different styles of minority clothing and to train the classifier model.Finally, through the trained classifier, the recognition of minority clothing images is realized and the recognition results are output. The identification method of the invention has high accuracy and efficiency.