Publication Details

Accelerated Object Detection

HAVEL Jiří. Accelerated Object Detection. In: Proceedings of the 15th Conference Student EEICT 2009. Volume 4. Brno: Faculty of Electrical Engineering and Communication BUT, 2009, pp. 456-460. ISBN 978-80-214-3870-5.
Czech title
Akcelerovaná detekce objektů
Type
conference paper
Language
english
Authors
Havel Jiří, Ing., Ph.D. (DCGM FIT BUT)
Keywords

object detection, classification, adaboost, waldboost, local rank differences, parallelization, OpenMP, SSE, template metaprogramming

Abstract

This paper presents the improved version of a rapid object detector. This detector uses Waldboost classifier with Local Rank Differences features for face detection. Because of it's computational complexity, original detector was parallelized to take advantage of modern multicore processors. Further speedup was achieved by fixed step scaling with heavy use of SSE instruction set and template metaprogramming.

Published
2009
Pages
456-460
Proceedings
Proceedings of the 15th Conference Student EEICT 2009
Series
Volume 4
Conference
Student EEICT 2009, Brno, CZ
ISBN
978-80-214-3870-5
Publisher
Faculty of Electrical Engineering and Communication BUT
Place
Brno, CZ
BibTeX
@INPROCEEDINGS{FITPUB8926,
   author = "Ji\v{r}\'{i} Havel",
   title = "Accelerated Object Detection",
   pages = "456--460",
   booktitle = "Proceedings of the 15th Conference Student EEICT 2009",
   series = "Volume 4",
   year = 2009,
   location = "Brno, CZ",
   publisher = "Faculty of Electrical Engineering and Communication BUT",
   ISBN = "978-80-214-3870-5",
   language = "english",
   url = "https://www.fit.vut.cz/research/publication/8926"
}
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