@InProceedings{PessoaSchwSant:2015:ExCoFe,
author = "Pessoa, Ramon Figueiredo and Schwartz, William Robson and Santos,
Jefersson Alex dos",
affiliation = "{Universidade Federal de Minas Gerais (UFMG)} and {Universidade
Federal de Minas Gerais (UFMG)} and {Universidade Federal de Minas
Gerais (UFMG)}",
title = "An experimental comparison of feature extraction and distance
metrics for image retrieval",
booktitle = "Proceedings...",
year = "2015",
editor = "Rios, Ricardo Araujo and Paiva, Afonso",
organization = "Conference on Graphics, Patterns and Images, 28. (SIBGRAPI)",
publisher = "Sociedade Brasileira de Computa{\c{c}}{\~a}o",
address = "Porto Alegre",
keywords = "CBIR experimental comparison, statistical analysis, feature
extraction algorithms, distance metrics.",
abstract = "This paper seeks to do a comparative study of different features
and distance metrics in order to analyze the impact of these
factors in the process of Content-Based Image Retrieval (CBIR).
One of the main contributions of this work was statistically
analyze the impact of distance metrics in the process of image
retrieval by content. We also observed statistically the impact of
the variability among different classes and also the variability
between images of the same image class. The results showed, for a
sample collected, that the variation attributed to the class is
approximately 99.85%. This confirms the fact that each algorithm
will work best in a given situation. The comparative study showed
the algorithms which had better accuracy rate to recover different
image classes (in the dataset analysed) and also presented the
reasons that possibly made these algorithms had better accuracy
rate.",
conference-location = "Salvador, BA, Brazil",
conference-year = "26-29 Aug. 2015",
language = "en",
ibi = "8JMKD3MGPBW34M/3JRJTFE",
url = "http://urlib.net/ibi/8JMKD3MGPBW34M/3JRJTFE",
targetfile = "20151208_ramon-pessoa_SIBGRAPI_WiP_2015_final.pdf",
urlaccessdate = "2024, May 06"
}