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Estimating the Indexability of Multimedia Descriptors for Similarity Searching

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RC1892.pdf (427.7Kb)
Date
2010
Notes
La version attachée est celle d'un rapport de recherche (CEDRIC Research Report n°1892) A mettre en ligne 1re semaine de mai.
Dewey
Méthodes informatiques spéciales
Sujet
Visual content; Audio content; Data Analysis
Conference name
RIAO'2010: 9th RIAO Conference on Adaptivity, Personalization and Fusion of Heterogenous Information
Conference date
04-2010
Conference city
Paris
Conference country
France
URI
https://basepub.dauphine.fr/handle/123456789/3925
Collections
  • LAMSADE : Publications
Metadata
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Author
Barton, Stanislav
Gouet-Brunet, Valérie
Rukoz, Marta
Charbuillet, Christophe
Peeters, Geoffroy
Type
Communication / Conférence
Item number of pages
15
Abstract (EN)
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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