The emergence of multimedia, the availability of large digital archives, as well as the rapid growth of the World-Wide Web, have recently attracted research efforts in providing tools for effective retrieval of image data based on their content (Content-Based Image Retrieval, CBIR). The relevance of CBIR for many applications, ranging from art galleries and museum archives, to picture/photograp...