Estimating the indexability of multimedia descriptors for similarity searching

نویسندگان

  • Stanislav Barton
  • Valérie Gouet-Brunet
  • Marta Rukoz
  • Christophe Charbuillet
  • Geoffroy Peeters
چکیده

A study on properties of data sets representing public domain audio and visual content and their relation to their indexability is presented. Data analysis considers the pairwise distance distributions and various techniques to estimate the true intrinsic dimensionality of the studied data. One own alternative to dimensionality estimation is also presented. These results are contrasted with the indexability results gathered using indexing techniques M-Tree, LSH and hierarchical k-means tree.

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تاریخ انتشار 2010