Result Details

Local Rank Patterns - Novel Features for Rapid Object Detection

HRADIŠ, M.; HEROUT, A.; ZEMČÍK, P. Local Rank Patterns - Novel Features for Rapid Object Detection. Proceedings of International Conference on Computer Vision and Graphics 2008. Lecture Notes in Computer Science. Lecture Notes in Computer Science. Heidelberg: Springer Verlag, 2008. no. 12, p. 1-12. ISSN: 0302-9743.
Type
conference paper
Language
English
Authors
Hradiš Michal, Ing., Ph.D., DCGM (FIT)
Herout Adam, prof. Ing., Ph.D., DCGM (FIT)
Zemčík Pavel, prof. Dr. Ing., dr. h. c., DCGM (FIT)
Abstract

This paper presents Local Rank Patterns (LRP) - novel features for rapid object detection in images which are based on existing features Local Rank Differences (LRD). The performance of the novel features is thoroughly tested on frontal face detection task and it is compared to the performance of the LRD and the traditionally used Haar-like features. The results show that the LRP surpass the LRD and the Haar-like features in the precision of detection and also in the average number of features needed for classification. Considering recent successful and efficient implementations of LRD on CPU, GPU and FPGA, the results suggest that LRP are good choice for object detection and that they could replace the Haar-like features in some applications in the future.

Keywords

WadlBoost, Local Rank Differences, Local Rank Patterns, object detection

URL
Published
2008
Pages
1–12
Journal
Lecture Notes in Computer Science, no. 12, ISSN 0302-9743
Proceedings
Proceedings of International Conference on Computer Vision and Graphics 2008
Series
Lecture Notes in Computer Science
Conference
International Conference on Computer Vision and Graphics 2008
Publisher
Springer Verlag
Place
Heidelberg
BibTeX 
@inproceedings{BUT33447,
  author="Michal {Hradiš} and Adam {Herout} and Pavel {Zemčík}",
  title="Local Rank Patterns - Novel Features for Rapid Object Detection",
  booktitle="Proceedings of International Conference on Computer Vision and Graphics 2008",
  year="2008",
  series="Lecture Notes in Computer Science",
  journal="Lecture Notes in Computer Science",
  number="12",
  pages="1--12",
  publisher="Springer Verlag",
  address="Heidelberg",
  issn="0302-9743",
  url="https://www.fit.vut.cz/research/publication/8838/"
}
Projects
Algorithms of image recognition, GACR, Standardní projekty, GA201/06/1821, start: 2006-01-01, end: 2008-12-31, completed
Biomarker - Determination of markers, screening and early diagnostics of cancer diseases using highly automated processing of multidimensional biomedical images, MŠMT, Zdravý a kvalitní život, 2B06052, start: 2006-07-01, end: 2011-06-30, 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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