This paper proposes the visual keywords to represent the visual appearance, such as color and texture, of regions in images without precisely image segmentation. Based on the proposed visual keywords, a multi-modal image query and retrieval (MIQR) approach is presented to retrieve desired images from image databases by using textual annotations associated with images and/or the proposed visual ...