Result Details
Methods for Trajectory Outlier Detection in Surveillance Video
PEŠEK, M. Methods for Trajectory Outlier Detection in Surveillance Video. Proceedings of the 18th Conference STUDENT EEICT 2012. Volume 3. Brno: Brno University of Technology, 2012. p. 474-478. ISBN: 978-80-214-4462-1.
Type
conference paper
Language
English
Authors
Pešek Martin, Ing., DIFS (FIT)
Abstract
Outlier detection in trajectory data extracted from surveillance video is a useful data analysis task, which can reveal anomalous or suspicious behaviour of moving objects. This paper deals with the description, evaluation and comparision of two methods for the trajectory outlier detection. Firstly, TOP-EYE algorithm, which gradually computes and accumulates outlying score of a trajectory. Secondly, a model-based method which uses the Gaussian mixture model (GMM) and identifies trajectories not following the learned model as outliers.
Keywords
data mining, outlier detection, moving objects data, trajectory, surveillance video, TOP-EYE, GMM
URL
Published
2012
Pages
474–478
Proceedings
Proceedings of the 18th Conference STUDENT EEICT 2012
Series
Volume 3
Conference
Student EEICT 2012
ISBN
978-80-214-4462-1
Publisher
Brno University of Technology
Place
Brno
BibTeX
@inproceedings{BUT192806,
author="Martin {Pešek}",
title="Methods for Trajectory Outlier Detection in Surveillance Video",
booktitle="Proceedings of the 18th Conference STUDENT EEICT 2012",
year="2012",
series="Volume 3",
pages="474--478",
publisher="Brno University of Technology",
address="Brno",
isbn="978-80-214-4462-1",
url="http://www.feec.vutbr.cz/EEICT/2012/sbornik/03doktorskeprojekty/11inteligentnisystemy/03-xpesek07.pdf"
}
Projects
Advanced recognition and presentation of multimedia data, BUT, Vnitřní projekty VUT, FIT-S-11-2, start: 2011-01-01, end: 2013-12-31, completed
Centrum excelence IT4Innovations, MŠMT, Operační program Výzkum a vývoj pro inovace, ED1.1.00/02.0070, start: 2011-01-01, end: 2015-12-31, completed
Security-Oriented Research in Information Technology, MŠMT, Institucionální prostředky SR ČR (např. VZ, VC), MSM0021630528, start: 2007-01-01, end: 2013-12-31, running
Centrum excelence IT4Innovations, MŠMT, Operační program Výzkum a vývoj pro inovace, ED1.1.00/02.0070, start: 2011-01-01, end: 2015-12-31, completed
Security-Oriented Research in Information Technology, MŠMT, Institucionální prostředky SR ČR (např. VZ, VC), MSM0021630528, start: 2007-01-01, end: 2013-12-31, running
Research groups
Departments