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Incremental Indexing and Distributed Image Search using Shared Randomized Vocabularies
Marée, Raphaël; Denis, Philippe; Wehenkel, Louis et al.
2010In ACM Proceedings MIR 2010
Peer reviewed
 

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Keywords :
content-based image retrieval; incremental; distributed; recherche d'images; incrémentale; distribuée
Abstract :
[en] We present a cooperative framework for content-based image retrieval for the realistic setting where images are distributed across multiple cooperating servers. The proposed method is in line with bag-of-features approaches but uses fully data-independent, randomized structures, shared by the cooperating servers, to map image features to common visual words. A coherent, global image similarity measure (which is a kernel) is computed in a distributed fashion over visual words, by only requiring a small amount of data transfers between nodes. Our experiments on various image types show that this framework is a very promising step towards large-scale, distributed content-based image retrieval.
Disciplines :
Computer science
Author, co-author :
Marée, Raphaël  ;  Université de Liège - ULiège > GIGA-Management : Plateforme bioinformatique
Denis, Philippe
Wehenkel, Louis  ;  Université de Liège - ULiège > Dép. d'électric., électron. et informat. (Inst.Montefiore) > Systèmes et modélisation
Geurts, Pierre ;  Université de Liège - ULiège > Dép. d'électric., électron. et informat. (Inst.Montefiore) > Systèmes et modélisation
Language :
English
Title :
Incremental Indexing and Distributed Image Search using Shared Randomized Vocabularies
Publication date :
March 2010
Event name :
11th ACM SIGMM International Conference on Multimedia Information Retrieval
Event place :
Philadelphia, United States
Event date :
du 29 mars au 31 mars 2010
Audience :
International
Main work title :
ACM Proceedings MIR 2010
Peer reviewed :
Peer reviewed
Funders :
FEDER - Fonds Européen de Développement Régional [BE]
F.R.S.-FNRS - Fonds de la Recherche Scientifique [BE]
BELSPO - SPP Politique scientifique - Service Public Fédéral de Programmation Politique scientifique
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