Cluster-based data modeling for semantic video search

  title={Cluster-based data modeling for semantic video search},
  author={Jelena Tesic and Apostol Natsev and John R. Smith},
In this paper we present a novel approach to query-by-example using existing high-level semantics in the dataset. Typically with visual topics, the examples are not sufficiently diverse to create robust model of the user's need in the descriptor's space. As a result, direct modeling using the provided topic examples as training data is inadequate. Otherwise, systems resort to multiple content-based searches using each example in turn, which typically provides poor results. We explore the… CONTINUE READING
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