@InProceedings{DutraSouAlvSchOli:2013:RePeBa,
author = "Dutra, Cristianne Rodrigues Santos and Souza, Tiago and Alves,
Raul and Schwartz, William Robson and Oliveira, Luciano",
affiliation = "{Universidade Federal de Minas Gerais} and {Federal University of
Bahia} and {Federal University of Bahia} and {Universidade Federal
de Minas Gerais} and {Federal University of Bahia}",
title = "Re-identifying People based on Indexing Structure and Manifold
Appearance Modeling",
booktitle = "Proceedings...",
year = "2013",
editor = "Boyer, Kim and Hirata, Nina and Nedel, Luciana and Silva,
Claudio",
organization = "Conference on Graphics, Patterns and Images, 26. (SIBGRAPI)",
publisher = "IEEE Computer Society",
address = "Los Alamitos",
keywords = "Person re-identification, bag-of-features, predominance filter,
inverted lists, mean Riemann covariance.",
abstract = "The role of person re-identification has increased in the recent
years due to the large camera networks employed in surveillance
systems. The goal in this case is to identify individuals that
have been previously identified in a different camera. Even though
several approaches have been proposed, there are still challenges
to be addressed, such as illumination changes, pose variation, low
acquisition quality, appearance modeling and the management of the
large number of subjects being monitored by the surveillance
system. The present work tackles the last problem by developing an
indexing structure based on inverted lists and a predominance
filter descriptor with the aim of ranking candidates with more
probability of being the target search person. With this initial
ranking, a more strong classification is done by means of a mean
Riemann covariance method, which is based on a appearance
strategy. Experimental results show that the proposed indexing
structure returns an accurate short-list containing the most
likely candidates, and that manifold appearance model is able to
set the correct candidate among the initial ranks in the
identification process. The proposed method is comparable to other
state-of-the-art approaches.",
conference-location = "Arequipa, Peru",
conference-year = "5-8 Aug. 2013",
doi = "10.1109/SIBGRAPI.2013.38",
url = "http://dx.doi.org/10.1109/SIBGRAPI.2013.38",
language = "en",
ibi = "8JMKD3MGPBW34M/3ED87M2",
url = "http://urlib.net/ibi/8JMKD3MGPBW34M/3ED87M2",
targetfile = "paper_CameraReady.pdf",
urlaccessdate = "2024, Apr. 28"
}