Result Details

Framework for Research on Detection Classifiers

HRADIŠ, M. Framework for Research on Detection Classifiers. Proceedings of Spring Conference on Computer Graphics. Budmerice: Comenius University in Bratislava, 2008. p. 171-177. ISBN: 978-80-89186-30-3.
Type
conference paper
Language
English
Authors
Hradiš Michal, Ing., Ph.D., DCGM (FIT)
Abstract

Detection of patterns in images withclassifiers is currently one of the most important research topics in computervision. Many practical applications such as face detection exist and recentwork even suggests that any specialized detectors (e.g. corner-point detectors)can be approximated by very fast detection classifiers. In this paper, we analyzethe requirements on tools which are needed when experimenting with detection classifiersand we present a general framework which was created to fulfill theserequirements. This framework offers high performance for training, highvariability, elegant handling of configuration and it is able to meet all therequirements which arise when experimenting with almost all possible kinds ofdetection classifiers. The framework offers good testing support, fullsupporting infrastructure and some useful training algorithms and features. We offerthis framework for research and educational purposes and we hope it will allow lowerinitial investments when experimenting with detectionclassifiers.

Keywords

Detection, Face Detection, Classification, Image Processing,Computer Vision, AdaBoost, WaldBoost, Cascade of Classifiers, Corner Points,Classifier Evaluation

URL
Published
2008
Pages
171–177
Proceedings
Proceedings of Spring Conference on Computer Graphics
Conference
Spring Conference on Computer Graphics
ISBN
978-80-89186-30-3
Publisher
Comenius University in Bratislava
Place
Budmerice
BibTeX 
@inproceedings{BUT27709,
  author="Michal {Hradiš}",
  title="Framework for Research on Detection Classifiers",
  booktitle="Proceedings of Spring Conference on Computer Graphics",
  year="2008",
  pages="171--177",
  publisher="Comenius University in Bratislava",
  address="Budmerice",
  isbn="978-80-89186-30-3",
  url="http://www.fit.vutbr.cz/research/groups/graph/publi/2008/2008-Hradis-SCCG-Framework.pdf"
}
Projects
Algorithms of image recognition, GACR, Standardní projekty, GA201/06/1821, start: 2006-01-01, end: 2008-12-31, completed
CARETAKER - Content Analysis and REtrieval Technologies to Apply Knowledge Extraction to massive Recording, EU, Sixth Framework programme, 027231, start: 2006-03-01, end: 2008-09-30, completed
Centre of computer graphics, MŠMT, Centra základního výzkumu, LC06008, start: 2006-03-01, end: 2011-12-31, 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
Computer Graphics Research Group (RG GRAPH)
Departments
Department of Computer Graphics and Multimedia (DCGM)
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