Ptolemaic indexing of the signature quadratic form distance

  • Authors:
  • Jakub Lokoč;Magnus Lie Hetland;Tomáš Skopal;Christian Beecks

  • Affiliations:
  • Charles University in Prague;Norwegian University of Science and Technology;Charles University in Prague;RWTH Aachen University in Germany

  • Venue:
  • Proceedings of the Fourth International Conference on SImilarity Search and APplications
  • Year:
  • 2011

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Abstract

The signature quadratic form distance has been introduced as an adaptive similarity measure coping with flexible content representations of multimedia data. While this distance has shown high retrieval quality, its high computational complexity underscores the need for efficient search methods. Recent research has shown that a huge improvement in search efficiency is achieved when using metric indexing. In this paper, we analyze the applicability of Ptolemaic indexing to the signature quadratic form distance. We show that it is a Ptolemaic metric and present an application of Ptolemaic pivot tables to image databases, resolving queries nearly four times as fast as the state-of-the-art metric solution, and up to 300 times as fast as sequential scan.