Result Details

Real-time Algorithms of Object Detection using Classifiers

JURÁNEK, R.; HRADIŠ, M.; ZEMČÍK, P. Real-time Algorithms of Object Detection using Classifiers. In Real-Time System. Rijeka: InTech - Open Access Publisher, 2012. p. 1-22. ISBN: 9789535105107.
Type
chapter in a book
Language
English
Authors
Juránek Roman, Ing., Ph.D., DCGM (FIT)
Hradiš Michal, Ing., Ph.D., DCGM (FIT)
Zemčík Pavel, prof. Dr. Ing., dr. h. c., UAMT (FEEC), DIFS (FIT), DCGM (FIT)
Abstract

Real-time objectdetection is currently expanding field of computer vision. One ofmost popular methods for the object detection is based onexploitation of statistical classifiers (namely those based onAdaBoost algorithm). This contribution presents methods foracceleration of object detection based on the AdaBoost. First itdescribes image pre-processing and the learning of classifiers.Finally, the contribution presents algorithmic accelerations of thedetection process and effective implementations of classification onvarious architectures - CPU/SSE, GPGPU and FPGA. Accelerateddetectors achieve high performance compared to state of the artsolutions and are suitable for real-time applications.

Keywords

WaldBoost, Object Detection, Classification Cost, EnMS, Neighborhood Suppression, Acceleration, GPU, SIMD, FPGA

URL
Published
2012
Pages
1–22
Book
Real-Time System
ISBN
9789535105107
Publisher
InTech - Open Access Publisher
Place
Rijeka
BibTeX 
@inbook{BUT91467,
  author="Roman {Juránek} and Michal {Hradiš} and Pavel {Zemčík}",
  title="Real-time Algorithms of Object Detection using Classifiers",
  booktitle="Real-Time System",
  year="2012",
  publisher="InTech - Open Access Publisher",
  address="Rijeka",
  pages="1--22",
  isbn="9789535105107",
  url="http://www.intechopen.com/books/real-time-systems-architecture-scheduling-and-application"
}
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
National Support for Project Reduced Certification Costs Using Trusted Multi-core Platforms, MŠMT, Společné technologické iniciativy, 7H10013, start: 2010-04-01, end: 2013-03-31, running
National Support for Project Smart Multicore Embedded SYstems, MŠMT, Společné technologické iniciativy, 7H10014, start: 2010-02-01, end: 2013-01-31, running
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
Image and Video Processing Research Group (VZ VIDEO)
Departments
Department of Computer Graphics and Multimedia (DCGM)
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