Similarity-based algebra for multimedia database systems

In database management systems, the need to integrate content-based image retrieval facilities has become one of the key issues. We first illustrate the importance of such facilities with example queries and give an overview of the work done in similarity-based data retrieval. Then, we propose an image repository model that supports similarity-based operations on feature vector representations of images. Moreover, we introduce a new similarity-based algebra on image tables. Thus, we define novel similarity-based algebraic operators and study their properties. We also investigate the use of the novel operators in combination with the relational operators on image and relational tables. Finally, we study the query optimization issues.

[1]  Stanley B. Zdonik,et al.  The AQUA Data Model and Algebra , 1993, DBPL.

[2]  V. S. Subrahmanian Principles of Multimedia Database Systems , 1998 .

[3]  Hanan Samet,et al.  Ranking in Spatial Databases , 1995, SSD.

[4]  Hans-Peter Kriegel,et al.  Optimal multi-step k-nearest neighbor search , 1998, SIGMOD '98.

[5]  Peter M. G. Apers,et al.  From Nested-Loop to Join Queries in OODB , 1994, VLDB.

[6]  Atsuo Yoshitaka,et al.  A Survey on Content-Based Retrieval for Multimedia Databases , 1999, IEEE Trans. Knowl. Data Eng..

[7]  Jian-Kang Wu Content-Based Indexing of Multimedia Databases , 1997, IEEE Trans. Knowl. Data Eng..

[8]  Christian Böhm,et al.  A cost model for nearest neighbor search in high-dimensional data space , 1997, PODS.

[9]  Michael Stonebraker,et al.  Predicate migration: optimizing queries with expensive predicates , 1992, SIGMOD Conference.

[10]  Lionel Brunie,et al.  From the Modeling of Parallel Relational Query Processing to Query Optimization and Simulation , 1998, Parallel Process. Lett..

[11]  Stanley B. Zdonik,et al.  Inferring Function Semantics to Optimize Queries , 1998, VLDB.

[12]  V. S. Subrahmanian Principles of multimedia database systems" morgan kaufmann , 1998 .

[13]  Daniel Tretter,et al.  A Web-Based Secure System for the Distributed Printing of Documents and Images , 1998, J. Vis. Commun. Image Represent..

[14]  Christian Böhm,et al.  Fast parallel similarity search in multimedia databases , 1997, SIGMOD '97.

[15]  V. S. Subrahmanian,et al.  A multi-similarity algebra , 1998, SIGMOD '98.

[16]  Michael Stonebraker,et al.  Object-Relational DBMSs: The Next Great Wave , 1995 .