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Learning query-dependent distance metrics for interactive image retrieval

Learning query-dependent distance metrics for interactive image retrieval

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Original languageEnglish
Title of host publicationComputer Vision Systems
Subtitle of host publication7th International Conference, ICVS 2009 Liège, Belgium, October 13-15, 2009. Proceedings
EditorsMario Fritz, Bernt Schiele, Justus H. Piater
Place of PublicationBerlin
PublisherSpringer
Pages374-383
Number of pages10
ISBN (Print)9783642046667
DOIs
StatePublished - 2009
Event7th International Conference on Computer Vision Systems - Liege, Belgium

Publication series

NameLecture notes in computer science
PublisherSpringer
Volume5815
ISSN (Print)0302-9743

Conference

Conference7th International Conference on Computer Vision Systems
Abbreviated titleICVS 2009
CountryBelgium
CityLiege
Period13/10/0915/10/09
Internet address

Abstract

An approach to target-based image retrieval is described based on on-line rank-based learning. User feedback obtained via interaction with 2D image layouts provides qualitative constraints that are used to adapt distance metrics for retrieval. The user can change the query during a search session in order to speed tip the retrieval process. An empirical comparison of online learning methods including ranking-SVM is reported using both simulated and real users.

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