The rough set theory has been applied in diverse areas of research, especially in data mining, knowledge discovery, artificial intelligence and information systems analysis. In the context of rough set theory, modeling for images, describing images using upper and lower approximations of set. Introduced an accurate Object-based image retrieval method which can handle image-based queries by defining a novel image similarity measure called Object Similarity Ratio, and presented...