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"
}