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The wealth of multimedia items and their increasing§complexity make data organization and search§essential. Without efficient storage, accurate search§and informative retrieval, it is hard to explore a§multimedia repository to its full potential.§We argue that the problems of managing large and§heterogeneous multimedia repositories can be§alleviated by bringing improvements in several§aspects: storage model, high-dimensional indexing,§and retrieval. Three main contributions are proposed:§a database model, a high-dimensional indexing method§and a faceted retrieval system.§The database model accounts for content organization§and its association to metadata. It is a hybrid§relational-XML database model.§For search within the high-dimensional data, an§indexing method called BitMatrix is§proposed. It constructs bit §signatures that can be efficiently processed with§bitwise operations. Our experiments have shown that§the use of the BitMatrix as a high-dimensional§indexing method is beneficial for the retrieval process. §Finally, a retrieval system called MetaMedia was§developed, in which the proposed database model and§the BitMatrix index are instantiated.