A unified indexing structure for efficient cross-media retrieval

Yi Zhuang, Qing Li, Lei Chen

Research output: Chapter in book / Conference proceedingConference article published in proceeding or bookAcademic researchpeer-review

4 Citations (Scopus)

Abstract

An important trend in web information processing is the support of content- based multimedia retrieval (CBMR). However, the most prevailing paradigm of CBMR, such as content-based image retrieval, content-based audio retrieval, etc, is rather conservative. It can only retrieve media objects of single modality. With the rapid development of Internet, there is a great deal of media objects of different modalities in the multimedia documents such as webpages, which exhibit latent semantic correlation. Cross-media retrieval, as a new multi- media retrieval method, is to retrieve all the related media objects with multi- modalities via submitting a query media object. To the best of our knowledge, this is the first study on how to speed up the cross-media retrieval via indexes. In this paper, based on a Cross-Reference-Graph(CRG)-based similarity retrieval method, we propose a novel unified high-dimensional indexing scheme called CIndex, which is specifically designed to effectively speedup the retrieval performance of the large crossmedia databases. In addition, we have conducted comprehensive experiments to testify the effectiveness and efficiency of our proposed method.

Original languageEnglish
Title of host publicationDatabase Systems for Advanced Applications - 14th International Conference, DASFAA 2009, Proceedings
Pages677-692
Number of pages16
DOIs
Publication statusPublished - 15 Jul 2009
Externally publishedYes
Event14th International Conference on Database Systems for Advanced Applications, DASFAA 2009 - Brisbane, QLD, Australia
Duration: 21 Apr 200923 Apr 2009

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume5463
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

Conference14th International Conference on Database Systems for Advanced Applications, DASFAA 2009
CountryAustralia
CityBrisbane, QLD
Period21/04/0923/04/09

ASJC Scopus subject areas

  • Theoretical Computer Science
  • Computer Science(all)

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