With the rapid development of the multimedia and the Internet technology, images are more and more extensively applied. Traditional text keyword-based retrieval is not to meet image retrieval, making content-based image retrieval (CBIR) become a hotspot owe to its practical significance. The Contourlet transform, flexibly and effectively combining the multi-scale with the multi-directionality of image
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