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Refereed full papers (journals, book chapters, international conferences)
2001
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@inbook{SMM2001,
vgclass = {refpap},
vgproject = {cbir,viper},
author = {David McG.\ Squire and Henning M\"{u}ller and Wolfgang
M\"{u}ller and St\'{e}phane Marchand-Maillet and Thierry Pun},
title = {Design and Evaluation of a Content-based Image Retrieval
System},
booktitle = {Design and Management of Multimedia Information Systems:
Opportunities and Challenges},
chapter = {7},
pages = {125--151},
publisher = {Idea Group Publishing},
year = {2001},
doi = {http://dx.doi.org/10.4018/978-1-930708-00-6},
abstract = {The growth in size and accessibility of multimedia
databases have changed our approach to information retrieval.
Classical text-based systems show their limitations in the context of
multimedia retrieval. In this chapter, we address the problem of
conceiving and evaluating a content-based image retrieval system.
First, we investigate the use of the query-by-example (QBE) paradigm as
a base paradigm for the development of a content-based image retrieval
system (CBIRS). We show that it should be considered as a complement
to the classical textual-based paradigms. We then evaluate the
capabilities of the most up-to-date computer vision techniques in
contributing to the realisation of such a system. Further, beyond the
necessity of accurate image understanding techniques, we show that the
amount of data involved by the process of describing image content
should also be considered as an important issue. This aspect of our
study is largely based on the experience acquired by the text retrieval
(TR) community, which we adapt to the context of CBIR. Similarly, the
text retrieval community has also developed a significant experience in
evaluating retrieval systems, where judgements include subjectivity and
context dependency. Extending this experience, we study a coherent
framework for performing the evaluation of a CBIRS.
As a practical example, we use our Viper CBIR system, using a novel
communication protocol called MRML to pinpoint the importance of the
sharing of resource in facilitating the evaluation and therefore the
development of CBIRS.},
}
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