Result Details

Object Tracking in Monochromatic Video Sequences Using Particle Filter

HERMAN, D.; ORSÁG, F.; DRAHANSKÝ, M. Object Tracking in Monochromatic Video Sequences Using Particle Filter. In 7th Scientific International Conference - Enviromental Protection of Population. Brno: Karel Englis College Inc., 2012. p. 120-128. ISBN: 978-80-86710-57-0.
Type
conference paper
Language
English
Authors
Herman David, Ing., DIFS (FIT), DITS (FIT)
Orság Filip, Ing., Ph.D., DIFS (FIT), DITS (FIT)
Drahanský Martin, prof. Ing., Ph.D., DIFS (FIT), DITS (FIT)
Abstract

In recent years, a significant amount of attention has been given to the development of efficient and robust visual tracking algorithms. In order to deal with this problematic issue, color based particle filters are often used because of their simplicity, flexibility, and ability to deal with non-linearity and non-Gaussianity of such systems. However, the conventional particle filter methods may perform poorly when the color information is not available. In this paper, the proposed combination of a background model, motion model, and object model aims to tackle the problem of tracking objects in monochromatic video sequences. Several experiments have been conducted to verify the presented approach.   

Keywords

visual object tracking, particle filter, monochromatic video sequences

Published
2012
Pages
120–128
Proceedings
7th Scientific International Conference - Enviromental Protection of Population
Conference
7th Scientific International Conference Crisis Management Environmental Protection of Population
ISBN
978-80-86710-57-0
Publisher
Karel Englis College Inc.
Place
Brno
UT WoS
000394562600007
BibTeX 
@inproceedings{BUT96943,
  author="David {Herman} and Filip {Orság} and Martin {Drahanský}",
  title="Object Tracking in Monochromatic Video Sequences Using Particle Filter",
  booktitle="7th Scientific International Conference - Enviromental Protection of Population",
  year="2012",
  pages="120--128",
  publisher="Karel Englis College Inc.",
  address="Brno",
  isbn="978-80-86710-57-0"
}
Projects
Advanced secured, reliable and adaptive IT, BUT, Vnitřní projekty VUT, FIT-S-11-1, 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
Research and development of technologies for intelligent optical tracking systems, MPO, TIP, FR-TI1/195, start: 2009-03-01, end: 2012-12-31, 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
Tools and Methods for Video and Image Processing for the Fight against Terrorism, MV, Program bezpečnostního výzkumu České republiky 2010 - 2015, VG20102015006, start: 2010-10-01, end: 2015-09-30, completed
Departments
Department of Intelligent Systems (DITS)
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