Faculty of Information Technology, BUT

Publication Details

Local Rank Patterns - Novel Features for Rapid Object Detection

HRADIŠ Michal, HEROUT Adam and ZEMČÍK Pavel. Local Rank Patterns - Novel Features for Rapid Object Detection. In: Proceedings of International Conference on Computer Vision and Graphics 2008. Lecture Notes in Computer Science. Heidelberg: Springer Verlag, 2008, pp. 1-12. ISSN 0302-9743.
Czech title
Local Rank Patterns - nové příznaky pro rychlou detekci objektů
Type
conference paper
Language
english
Authors
URL
Keywords
WadlBoost, Local Rank Differences, Local Rank Patterns, object detection
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.
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 , Varšava, PL
Publisher
Springer Verlag
Place
Heidelberg, DE
BibTeX
@INPROCEEDINGS{FITPUB8838,
   author = "Michal Hradi\v{s} and Adam Herout and Pavel Zem\v{c}\'{i}k",
   title = "Local Rank Patterns - Novel Features for Rapid Object Detection",
   pages = "1--12",
   booktitle = "Proceedings of International Conference on Computer Vision and Graphics 2008",
   series = "Lecture Notes in Computer Science",
   journal = "Lecture Notes in Computer Science",
   number = 12,
   year = 2008,
   location = "Heidelberg, DE",
   publisher = "Springer Verlag",
   ISSN = "0302-9743",
   language = "english",
   url = "https://www.fit.vut.cz/research/publication/8838"
}
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