Learning query-dependent distance metrics for interactive image retrieval

Junwei Han; Stephen J. McKenna; Ruixuan Wang

doi:10.1007/978-3-642-04667-4_38

Learning query-dependent distance metrics for interactive image retrieval

Junwei Han, Stephen J. McKenna, Ruixuan Wang

Research output: Chapter in Book/Report/Conference proceeding › Chapter

1 Citation (Scopus)

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.

Original language	English
Title of host publication	Computer Vision Systems
Subtitle of host publication	7th International Conference, ICVS 2009 Liège, Belgium, October 13-15, 2009. Proceedings
Editors	Mario Fritz, Bernt Schiele, Justus H. Piater
Place of Publication	Berlin
Publisher	Springer
Pages	374-383
Number of pages	10
ISBN (Print)	9783642046667
DOIs	https://doi.org/10.1007/978-3-642-04667-4_38
Publication status	Published - 2009
Event	7th International Conference on Computer Vision Systems - Liege, Belgium Duration: 13 Oct 2009 → 15 Oct 2009 http://www.aimontefiore.org/ICVS2009/

Publication series

Name	Lecture notes in computer science
Publisher	Springer
Volume	5815
ISSN (Print)	0302-9743

Conference

Conference	7th International Conference on Computer Vision Systems
Abbreviated title	ICVS 2009
Country/Territory	Belgium
City	Liege
Period	13/10/09 → 15/10/09
Internet address	http://www.aimontefiore.org/ICVS2009/

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10.1007/978-3-642-04667-4_38

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Han, J., McKenna, S. J., & Wang, R. (2009). Learning query-dependent distance metrics for interactive image retrieval. In M. Fritz, B. Schiele, & J. H. Piater (Eds.), Computer Vision Systems: 7th International Conference, ICVS 2009 Liège, Belgium, October 13-15, 2009. Proceedings (pp. 374-383). (Lecture notes in computer science; Vol. 5815). Springer . https://doi.org/10.1007/978-3-642-04667-4_38

Han, Junwei ; McKenna, Stephen J. ; Wang, Ruixuan. / Learning query-dependent distance metrics for interactive image retrieval. Computer Vision Systems: 7th International Conference, ICVS 2009 Liège, Belgium, October 13-15, 2009. Proceedings. editor / Mario Fritz ; Bernt Schiele ; Justus H. Piater. Berlin : Springer , 2009. pp. 374-383 (Lecture notes in computer science).

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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.",

author = "Junwei Han and McKenna, {Stephen J.} and Ruixuan Wang",

year = "2009",

doi = "10.1007/978-3-642-04667-4_38",

language = "English",

isbn = "9783642046667",

series = "Lecture notes in computer science",

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pages = "374--383",

editor = "Mario Fritz and Bernt Schiele and Piater, {Justus H.}",

booktitle = "Computer Vision Systems",

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Han, J, McKenna, SJ & Wang, R 2009, Learning query-dependent distance metrics for interactive image retrieval. in M Fritz, B Schiele & JH Piater (eds), Computer Vision Systems: 7th International Conference, ICVS 2009 Liège, Belgium, October 13-15, 2009. Proceedings. Lecture notes in computer science, vol. 5815, Springer , Berlin, pp. 374-383, 7th International Conference on Computer Vision Systems, Liege, Belgium, 13/10/09. https://doi.org/10.1007/978-3-642-04667-4_38

Learning query-dependent distance metrics for interactive image retrieval. / Han, Junwei; McKenna, Stephen J.; Wang, Ruixuan.

Computer Vision Systems: 7th International Conference, ICVS 2009 Liège, Belgium, October 13-15, 2009. Proceedings. ed. / Mario Fritz; Bernt Schiele; Justus H. Piater. Berlin : Springer , 2009. p. 374-383 (Lecture notes in computer science; Vol. 5815).

Research output: Chapter in Book/Report/Conference proceeding › Chapter

TY - CHAP

T1 - Learning query-dependent distance metrics for interactive image retrieval

AU - Han, Junwei

AU - McKenna, Stephen J.

AU - Wang, Ruixuan

PY - 2009

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N2 - 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.

AB - 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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DO - 10.1007/978-3-642-04667-4_38

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SP - 374

EP - 383

BT - Computer Vision Systems

A2 - Fritz, Mario

A2 - Schiele, Bernt

A2 - Piater, Justus H.

PB - Springer

CY - Berlin

T2 - 7th International Conference on Computer Vision Systems

Y2 - 13 October 2009 through 15 October 2009

ER -

Learning query-dependent distance metrics for interactive image retrieval

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