Abstract: An image retrieval algorithm by combining multiple features and relevance feedback based on ROI is proposed in this paper. This algorithrn firstly decomposes the images by quad-tree, and then the color, texture and shape features based on ROI selected by

Key words: Content-based image retrieval （CBIR） ,Region of interest（ROI）, Relevance feedback, Multiple features, Region weight