Detail výsledku

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.
Typ
článek ve sborníku konference
Jazyk
anglicky
Autoři
Hradiš Michal, Ing., Ph.D., FIT (FIT), UPGM (FIT)
Abstrakt

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.

Klíčová slova

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

URL
Rok
2008
Strany
171–177
Sborník
Proceedings of Spring Conference on Computer Graphics
Konference
Spring Conference on Computer Graphics
ISBN
978-80-89186-30-3
Vydavatel
Comenius University in Bratislava
Místo
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"
}
Projekty
Algoritmy rozpoznávání obrazu, GAČR, Standardní projekty, GA201/06/1821, zahájení: 2006-01-01, ukončení: 2008-12-31, ukončen
CARETAKER - Technologie analýzy obsahu a vyhledávání pro získávání znalostí z velkých množství nahrávek, EU, Sixth Framework programme, 027231, zahájení: 2006-03-01, ukončení: 2008-09-30, ukončen
Centrum počítačové grafiky, MŠMT, Centra základního výzkumu, LC06008, zahájení: 2006-03-01, ukončení: 2011-12-31, ukončen
Výzkum informačních technologií z hlediska bezpečnosti, MŠMT, Institucionální prostředky SR ČR (např. VZ, VC), MSM0021630528, zahájení: 2007-01-01, ukončení: 2013-12-31, řešení
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