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@inproceedings{779094,
author = {Novák, David and Batko, Michal and Zezula, Pavel},
address = {London},
booktitle = {Proceedings of the Sixth International Workshop on Content-Based Multimedia Indexing (CBMI 2008)},
keywords = {similarity search; content-based search; image search; large-scale search; distributed data structures},
howpublished = {tištěná verze "print"},
language = {eng},
location = {London},
isbn = {978-1-4244-2043-8},
pages = {446-453},
publisher = {IEEE},
title = {Web-scale System for Image Similarity Search: When the Dreams Are Coming True},
url = {http://index.ieeexplore.ieee.org/iel5/4558154/4564912/04564981.pdf},
year = {2008}
}
TY - JOUR
ID - 779094
AU - Novák, David - Batko, Michal - Zezula, Pavel
PY - 2008
TI - Web-scale System for Image Similarity Search: When the Dreams Are Coming True
PB - IEEE
CY - London
SN - 9781424420438
KW - similarity search
KW - content-based search
KW - image search
KW - large-scale search
KW - distributed data structures
UR - http://index.ieeexplore.ieee.org/iel5/4558154/4564912/04564981.pdf
N2 - 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.
ER -
NOVÁK, David, Michal BATKO a Pavel ZEZULA. Web-scale System for Image Similarity Search: When the Dreams Are Coming True. In \textit{Proceedings of the Sixth International Workshop on Content-Based Multimedia Indexing (CBMI 2008)}. London: IEEE, 2008, s.~446-453. ISBN~978-1-4244-2043-8.
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