A scalable and efficient content-based multimedia retrieval system

Lioudmila Boldareva; Djoerd Hiemstra; Willem Jonker

A scalable and efficient content-based multimedia retrieval system

Lioudmila Boldareva
, Djoerd Hiemstra
, Willem Jonker

Databases (Former)

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

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Abstract

In this work the problem of content-based information retrieval is approached from a new perspective. We look at a probabilistic approach in CBIR from the angle of Bayesian networks. Our data structure serves to break two bottlenecks of retrieval performance: (1) high dimensionality of feature vectors and (2) poor mapping of raw features into highlevel content that a human understands (the semantic gap). We use the network structure instead of the feature space, and propose updating the higherlevel content description by utilising the relevance feedback obtained from the user. Strategies for display update for the next iteration are studied. A new approach for selecting the next display set is tied to our data structure.

Original language	English
Title of host publication	Proceedings of the Third Dutch-Belgian Information Retrieval Workshop (DIR-2002)
Subtitle of host publication	Katholieke Universiteit Leuven December 6, 2002
Editors	Marie-Francine Moens, Rik De Busser, Djoerd Hiemstra, Wessel Kraaij
Place of Publication	Leuven
Publisher	Katholieke Universiteit Leuven
Pages	28-37
Number of pages	10
Publication status	Published - 6 Dec 2002
Event	3rd Dutch-Belgian Information Retrieval Workshop, DIR 2002 - Leuven , Belgium Duration: 6 Dec 2002 → 6 Dec 2002 Conference number: 3

Workshop

Workshop	3rd Dutch-Belgian Information Retrieval Workshop, DIR 2002
Abbreviated title	DIR
Country/Territory	Belgium
City	Leuven
Period	6/12/02 → 6/12/02

Keywords

DB-IR: INFORMATION RETRIEVAL

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Boldareva, Lioudmila ; Hiemstra, Djoerd ; Jonker, Willem. / A scalable and efficient content-based multimedia retrieval system. Proceedings of the Third Dutch-Belgian Information Retrieval Workshop (DIR-2002): Katholieke Universiteit Leuven December 6, 2002. editor / Marie-Francine Moens ; Rik De Busser ; Djoerd Hiemstra ; Wessel Kraaij. Leuven : Katholieke Universiteit Leuven, 2002. pp. 28-37

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title = "A scalable and efficient content-based multimedia retrieval system",

abstract = "In this work the problem of content-based information retrieval is approached from a new perspective. We look at a probabilistic approach in CBIR from the angle of Bayesian networks. Our data structure serves to break two bottlenecks of retrieval performance: (1) high dimensionality of feature vectors and (2) poor mapping of raw features into highlevel content that a human understands (the semantic gap). We use the network structure instead of the feature space, and propose updating the higherlevel content description by utilising the relevance feedback obtained from the user. Strategies for display update for the next iteration are studied. A new approach for selecting the next display set is tied to our data structure.",

keywords = "DB-IR: INFORMATION RETRIEVAL",

author = "Lioudmila Boldareva and Djoerd Hiemstra and Willem Jonker",

year = "2002",

month = dec,

day = "6",

language = "English",

pages = "28--37",

editor = "Marie-Francine Moens and \{De Busser\}, Rik and Djoerd Hiemstra and Wessel Kraaij",

booktitle = "Proceedings of the Third Dutch-Belgian Information Retrieval Workshop (DIR-2002)",

publisher = "Katholieke Universiteit Leuven",

note = "3rd Dutch-Belgian Information Retrieval Workshop, DIR 2002, DIR ; Conference date: 06-12-2002 Through 06-12-2002",

}

Boldareva, L, Hiemstra, D & Jonker, W 2002, A scalable and efficient content-based multimedia retrieval system. in M-F Moens, R De Busser, D Hiemstra & W Kraaij (eds), Proceedings of the Third Dutch-Belgian Information Retrieval Workshop (DIR-2002): Katholieke Universiteit Leuven December 6, 2002. Katholieke Universiteit Leuven, Leuven, pp. 28-37, 3rd Dutch-Belgian Information Retrieval Workshop, DIR 2002, Leuven , Belgium, 6/12/02.

A scalable and efficient content-based multimedia retrieval system. / Boldareva, Lioudmila; Hiemstra, Djoerd; Jonker, Willem.
Proceedings of the Third Dutch-Belgian Information Retrieval Workshop (DIR-2002): Katholieke Universiteit Leuven December 6, 2002. ed. / Marie-Francine Moens; Rik De Busser; Djoerd Hiemstra; Wessel Kraaij. Leuven: Katholieke Universiteit Leuven, 2002. p. 28-37.

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

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T1 - A scalable and efficient content-based multimedia retrieval system

AU - Boldareva, Lioudmila

AU - Hiemstra, Djoerd

AU - Jonker, Willem

N1 - Conference code: 3

PY - 2002/12/6

Y1 - 2002/12/6

N2 - In this work the problem of content-based information retrieval is approached from a new perspective. We look at a probabilistic approach in CBIR from the angle of Bayesian networks. Our data structure serves to break two bottlenecks of retrieval performance: (1) high dimensionality of feature vectors and (2) poor mapping of raw features into highlevel content that a human understands (the semantic gap). We use the network structure instead of the feature space, and propose updating the higherlevel content description by utilising the relevance feedback obtained from the user. Strategies for display update for the next iteration are studied. A new approach for selecting the next display set is tied to our data structure.

AB - In this work the problem of content-based information retrieval is approached from a new perspective. We look at a probabilistic approach in CBIR from the angle of Bayesian networks. Our data structure serves to break two bottlenecks of retrieval performance: (1) high dimensionality of feature vectors and (2) poor mapping of raw features into highlevel content that a human understands (the semantic gap). We use the network structure instead of the feature space, and propose updating the higherlevel content description by utilising the relevance feedback obtained from the user. Strategies for display update for the next iteration are studied. A new approach for selecting the next display set is tied to our data structure.

KW - DB-IR: INFORMATION RETRIEVAL

M3 - Conference contribution

SP - 28

EP - 37

BT - Proceedings of the Third Dutch-Belgian Information Retrieval Workshop (DIR-2002)

A2 - Moens, Marie-Francine

A2 - De Busser, Rik

A2 - Hiemstra, Djoerd

A2 - Kraaij, Wessel

PB - Katholieke Universiteit Leuven

CY - Leuven

T2 - 3rd Dutch-Belgian Information Retrieval Workshop, DIR 2002

Y2 - 6 December 2002 through 6 December 2002

ER -

A scalable and efficient content-based multimedia retrieval system

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