Faculty of Information Technology, BUT

Publication Details

Automatic synthesis of small AdaBoost Classifier in FPGA

KADLČEK Filip and FUČÍK Otto. Automatic synthesis of small AdaBoost Classifier in FPGA. In: IEEE Design and Diagnostics of Electronic Circuits and Systems DDECS'2013. Brno: IEEE Computer Society, 2013, pp. 1-6. ISBN 978-1-4673-6133-0.
Czech title
Automatická syntéza malých AdaBoost klasifikátorů v FPGA
Type
conference paper
Language
english
Authors
Kadlček Filip, Ing. (DCSY FIT BUT)
Fučík Otto, doc. Dr. Ing. (DCSY FIT BUT)
Keywords
AdaBoost
FPGA
LBP
Automatic synthesis
FPGA optimisation
Abstract
Novel pre-processing units for AbaBoost classifiers are introduced which can improve performance and reduce power consumption in many image processing applications. An approach for automatic classifier synthesis to the FPGA is also described. The introduced classification architecture is intensively saving processing resources and very fast as well. Several optimization techniques that are used in the process of automatic synthesis are also shown.
Annotation
Novel pre-processing units for AbaBoost classifiers are introduced which can improve performance and reduce power consumption in many image processing applications. An approach for automatic classifier synthesis to the FPGA is also described. The introduced classification architecture is intensively saving processing resources and very fast as well. Several optimization techniques that are used in the process of automatic synthesis are also shown.
Published
2013
Pages
1-6
Proceedings
IEEE Design and Diagnostics of Electronic Circuits and Systems DDECS'2013
Conference
IEEE International Symposium on Design and Diagnostics of Electronic Circuits and Systems 2013, Karlovy Vary, CZ
ISBN
978-1-4673-6133-0
Publisher
IEEE Computer Society
Place
Brno, CZ
BibTeX
@INPROCEEDINGS{FITPUB10288,
   author = "Filip Kadl\v{c}ek and Otto Fu\v{c}\'{i}k",
   title = "Automatic synthesis of small AdaBoost Classifier in FPGA",
   pages = "1--6",
   booktitle = "IEEE Design and Diagnostics of Electronic Circuits and Systems DDECS'2013",
   year = 2013,
   location = "Brno, CZ",
   publisher = "IEEE Computer Society",
   ISBN = "978-1-4673-6133-0",
   language = "english",
   url = "https://www.fit.vut.cz/research/publication/10288"
}
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