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An effective method of color image recognition is proposed in this paper. The singular value (SV) feature vector is firstly extracted as algebraic feature of color image; then the characteristic matrix of image is presented, which is made up of the SV feature vector of image. And then using the similarity of the characteristic matrices, the method for recognition is established. The recognition rate is satisfactory from the experiment.