About: Web-scale System for Image Similarity Search: When the Dreams Are Coming True

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An Entity of Type : http://linked.opendata.cz/ontology/domain/vavai/Vysledek, within Data Space : linked.opendata.cz associated with source document(s)

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rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
Description	Digital images have become a commodity which is searched on the Web as ordinarily as web pages. However, current large-scale engines search the images only on the basis of their annotations, while the content-based similarity systems do not seem to be ready for such scales. In this paper, we open the way to Web-scale image similarity search. We present a flexible system based on the metric space model and on the peer-to-peer paradigm. It uses M-Chord and M-Tree structures as its fundamental components and measures the image similarity by a combination of five MPEG-7 features. The system has been implemented including a graphical interface for online demonstrations and it currently indexes 10 million images crawled from the Web. We propose a novel strategy for approximate evaluation of similarity queries and we test its performance by a series of experiments. The results show that the system provides high-quality answers with response times around 0.5 second. Digital images have become a commodity which is searched on the Web as ordinarily as web pages. However, current large-scale engines search the images only on the basis of their annotations, while the content-based similarity systems do not seem to be ready for such scales. In this paper, we open the way to Web-scale image similarity search. We present a flexible system based on the metric space model and on the peer-to-peer paradigm. It uses M-Chord and M-Tree structures as its fundamental components and measures the image similarity by a combination of five MPEG-7 features. The system has been implemented including a graphical interface for online demonstrations and it currently indexes 10 million images crawled from the Web. We propose a novel strategy for approximate evaluation of similarity queries and we test its performance by a series of experiments. The results show that the system provides high-quality answers with response times around 0.5 second. (en)
Title	Web-scale System for Image Similarity Search: When the Dreams Are Coming True Web-scale System for Image Similarity Search: When the Dreams Are Coming True (en)
skos:prefLabel	Web-scale System for Image Similarity Search: When the Dreams Are Coming True Web-scale System for Image Similarity Search: When the Dreams Are Coming True (en)
skos:notation	RIV/00216224:14330/08:00024279!RIV10-GA0-14330___
http://linked.open...avai/riv/aktivita	P
http://linked.open...avai/riv/aktivity	P(1ET100300419), P(GD102/05/H050), P(GP201/08/P507)
http://linked.open...vai/riv/dodaniDat	2010
http://linked.open...aciTvurceVysledku	Zezula, Pavel Novák, David Batko, Michal
http://linked.open.../riv/druhVysledku	D - Článek ve sborníku
http://linked.open...iv/duvernostUdaju	S - Úplné a pravdivé údaje nepodléhající ochraně podle zvláštních právních předpisů
http://linked.open...titaPredkladatele	Masarykova univerzita / Fakulta informatiky
http://linked.open...dnocenehoVysledku	405648
http://linked.open...ai/riv/idVysledku	RIV/00216224:14330/08:00024279
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	similarity search; content-based search; image search; large-scale search; distributed data structures (en)
http://linked.open.../riv/klicoveSlovo	content-based search similarity search image search distributed data structures large-scale search
http://linked.open...ontrolniKodProRIV	[EBE0F8D82F5D]
http://linked.open...v/mistoKonaniAkce	London, UK
http://linked.open...i/riv/mistoVydani	London
http://linked.open...i/riv/nazevZdroje	Proceedings of the Sixth International Workshop on Content-Based Multimedia Indexing (CBMI 2008)
http://linked.open...in/vavai/riv/obor	IN
http://linked.open...ichTvurcuVysledku	3 (xsd:int)
http://linked.open...cetTvurcuVysledku	3 (xsd:int)
http://linked.open...vavai/riv/projekt	Complex similarity searching in very large data collections Integrated Approach to Education of PhD Students in the Area of Parallel and Distributed Systems Intelligent Models, Algorithms, Methods and Tools for the Semantic Web (realization)
http://linked.open...UplatneniVysledku	2008
http://linked.open...iv/tvurceVysledku	Novák, David Batko, Michal Zezula, Pavel
http://linked.open...vavai/riv/typAkce	WRD - Světová
http://linked.open...ain/vavai/riv/wos	000258985800060
http://linked.open.../riv/zahajeniAkce	2008-06-18 (xsd:date)
number of pages	8 (xsd:int)
http://purl.org/ne...btex#hasPublisher	IEEE
https://schema.org/isbn	978-1-4244-2043-8
http://localhost/t...ganizacniJednotka	14330

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