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Efficient Support of Soft Query in Image Retrieval Systems
Conference paper

Efficient Support of Soft Query in Image Retrieval Systems

Cyrus Shahabi and Yi-Shin Chen
CiteSeerX In Proceedings of International Conference on Advances in Infrastructure for Electronic Business, Science, and Education on the Internet
2000

Abstract

soft query;image retrieval system;efficient support;conventional database system;soft membership;human perception;query processing complexity;soft computing;contentbased query;multimedia database system;different probability;different class;unified model;hard membership;multimedia database
We explore the use of soft computing and user defined classifications in multimedia database systems for contentbased queries. With multimedia databases, due to subjectivity of human perception, an object may belong to different classes with different probabilities (“soft ” membership), as opposed to “hard ” membership supported by conventional database systems. Therefore, we propose a unified model that captures both hard and soft memberships. In practice, however, in the process of implementing our model by extending a conventional database system, we increase the query processing complexity significantly. To remedy for this increase, we propose a variety of techniques to scale down the complexity by orders of magnitude.

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