Abstract
With the increasing popularity of the WWW, the main challenge in computer science has become content-based retrieval of multimedia objects. Access to multimedia objects in databases has long been limited to the information provided in manually assigned keywords. Now, with the integration of feature-detection algorithms in database systems software, content-based retrieval can be fully integrated with query processing. We describe our experimentation platform under development, making database technology available to multimedia. Our approach is based on the new notion of feature databases. Its architecture fully integrates traditional query processing and content-based retrieval techniques.
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AMIS, Advanced Multimedia Indexing and Searching, URL http://www.cwi.nl/≈acoi/Amis/, 1999.
Apers, P.M.G., Blanken, H.M. and Houtsma, M.A.W., eds.Multimedia Databases in Perspective, Springer Verlag, 1997.
Boncz, P.A., Quak, C.W. and Kersten, M.L., “Monet and its Geographic Extensions,” inProc. of the 1996 EDBT conference, 1996.
Boncz, P.A., Wilschut, A.N. and Kersten, M.L., “Flattening an Object Algebra to Provide Performance,” inFourteenth International Conference on Data Engineering, pp. 568–577, Orlando, Florida, February 1998.
Copeland, G.P. and Koshafian, S.N., “A Decomposition Storage Model,” inProc. of the SIGMOD Conference, pp. 268–279, 1985.
Crestani, F., Lalmas, M., van Rijsbergen, C.J. and Campbell, I., ‘Is This Document Relevant? ... Probably’: a Survey of Probabilistic Models in Information Retrieval,”ACM Computing Surverys, 30, 4, pp.528–552, December 1998.
de Vries, A. P., “Content and Multimedia Database Management Systems,”PhD thesis, University of Twente, Enschede, The Netherlands, December 1999.
de Vries, A.P., van der Veer, G.C. and Blanken, H.M., “Let’s Talk About it: Dialogues with Multimedia Databases,”Database Support for Human Activity, Displays, 18, 4, pp.215–220, 1998.
de Vries, A.P., van Doorn, M.G.L.M., Blanken, H.M. and Apers, P.M.G., “The Mirror MMDBMS Architecture,” inProc. of 25th International Conference on Very Large Databases (VLDB’99), pp. 758–761, Techical demo, Edinburgh, Scotland, UK, September 1999.
de Vries, A.P., “Intelligent television: A Testbed for Multimedia Information Filtering,”Technical Report CTIT 97-35, Centre for Telematics and Information Technology, 1997.
DMW, Digital Media Warehouses, URL http://www.cwi.nl/≈acoi/DMW/, 1999.
Eberman, B., Fidler, B., Lannucci, R.A., Joerg, C., Kontothanassis, L., Kovalcin, D.E., Moreno, P., Swain, M.J. and van Thong, J.M., “Indexing Multimedia for the Internet,”Technical Report CRL 99/2, Cambridge Research Laboratory, 1999.
Eysenck, M.W. and Keane, M.T., “Mental Representation,”Cognitive Psychology: A Student’s Handbook, Lawrence Erlbaum Associates, 3rd ed., 1995.
Faloutsos, C.,Searching Multimedia Databases by Content, Kluwer Academic Publishers, Boston/Dordrecht/London, 1996.
Gevers, T. and Smeulders, A.W.M., “A Comparative Study of Several Color Models for Color Image Invariant Retrieval,” inProc. of the First International Workshop on Image Databases and Multi-media Search (IDB-MMS’96), pp. 17–26, Amsterdam, The Netherlands, August 1996.
Kersten, M.L., Nes, N. and Windhouwer, M.A., “A Feature Database for Multimedia Objects,” inERCIM Database Research Group Workshop on Metadata for Web Databases, pp. 49–57, Bonn, Germany, May 1998.
Minka, T.P. and Picard, R.W., “Interactive learning using a «society of models»,”Pattern Recognition, 30, 4, pp. 565–581, 1997.
Nes, N. and Kersten, M., “The Acoi Algebra: A Query Algebra for Image Retrieval Systems,” inAdvances in Databases. 16th British National Conference on Databases, BNCOD 16, pp. 77–88, Cardiff, Wales, UK, July 1998.
Ogle, V.E. and Stonebraker, M., “Chabot: Retrieval from a Relational Database of Images,”IEEE Computer, 28, 9, pp.40–48, September 1995.
Schmidt, A.R. Windhouwer, M.A. and Kersten, M.L., “Feature Grammars,” inProc. of the International Conference on Systems Analysis and Synthesis, Orlando, FL, USA, August 1999.
Squire, D.McG., Müller, W., Müller, H. and Raki, J., “Content-based Query of Image Databases, Inspirations from Text Retrieval: Inverted Files, Frequency-based Weights and Relevance Feedback,” inThe 11th Scandinavian Conference on Image Analysis, pp. 7–11, Kangerlussuaq, Greenland, June 1999.
van Doorn, M.G.L.M. and de Vries, A.P., “The Psychology of Multimedia Databases,” to appear inACM Digital Libraries (DL’00), San Antonio, Texas, USA, June 2000.
Wactlar, H., Kanade, T., Smith, M. and Stevens, S., “Intelligent Access to Digital Video: The Informedia Project,”IEEE Computer,29,5, May 1996.
Windhouwer, M.A., Schmidt, A.R. and Kersten, M.L., “Acoi: A System for Indexing Multimedia Objects,” inInternational Workshop on Information Integration and Web-based Applications & Services, Yogyakarta, Indonesia, November 1999.
Wold, E., Blum, Th., Keisler, D. and Wheaton, J., “Content-based Classification, Search, and Retrieval of Audio,”IEEE Multimedia,3,3, 1996.
Wong, S.K.M. and Yao, Y.Y., “On Modeling Information Retrieval with Probabilistic Inference,”ACM Transactions on Information Systems, 13, 1, pp. 38–68, January 1995.
Wu, J.K., Narasimhalu, A.D., Mehtre, B.M., Lam, C.P. and Gao, Y.J., “CORE: a Content-based Retrieval Engine for Multimedia Information Systems,”Multimedia Systems, 3, pp. 25–41, 1995.
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Arjen P. de Vries, Ph.D.: He received his Ph.D. in Computer Science from the University of Twente in 1999, on the integration of content management in database systems. He is especially interested in the new requirements on the design of database systems to support content-based retrieval in multimedia digital libraries. He has continued to work on multimedia database systems as a postdoc at the CWI in Amsterdam as well as University of Twente.
Menzo Windhouwer: He received his MSc in Computer Science and Management from the University of Amsterdam in 1997. Currently he is working in the CWI Database Research Group on his Ph.D., which is concerned with multimedia indexing and retrieval using feature grammars.
Peter M.G. Apers, Ph.D.: He is a full professor in the area of databases at the University of Twente, the Netherlands. He obtained his MSc and Ph.D. at the Free University, Amsterdam, and has been a visiting researcher at the University of California, Santa Cruz and Stanford University. His research interests are query optimization in parallel and distributed database systems to support new application domains, such as multimedia applications and WWW. He has served on the program committees of major database conferences: VLDB, SIGMOD, ICDE, EDBT. In 1996 he was the chairman of the EDBT PC. In 2001 he will, for the second time, be the chairman of the European PC of the VLDB. Currently he is coordinating Editor-in-Chief of the VLDB Journal, editor of Data & Knowledge Engineering, and editor of Distributed and Parallel Databases.
Martin Kersten, Ph.D.: He received his PhD in Computer Science from the Vrije Universiteit in 1985 on research in database security, whereafter he moved to CWI to establish the Database Research Group. Since 1994 he is professor at the University of Amsterdam. Currently he is heading a department involving 60 researchers in areas covering BDMS architectures, datamining, multimedia information systems, and quantum computing. In 1995 he co-founded Data Distilleries, specialized in data mining technology, and became a non-executive board member of the software company Consultdata Nederland. He has published ca. 130 scientific papers and is member of the editorial board of VLDB journal and Parallel and Distributed Systems. He acts as a reviewer for ESPRIT projects and is a trustee of the VLDB Endowment board.
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De Vries, A.P., Windhouwer, M., Apers, P.M.G. et al. Information access in multimedia databases based on feature models. New Gener Comput 18, 323–339 (2000). https://doi.org/10.1007/BF03037551
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DOI: https://doi.org/10.1007/BF03037551