Publication Details

Automatic synthesis of small AdaBoost Classifier in FPGA

KADLČEK, F.; FUČÍK, O. Automatic synthesis of small AdaBoost Classifier in FPGA. IEEE Design and Diagnostics of Electronic Circuits and Systems DDECS'2013. Brno: IEEE Computer Society, 2013. p. 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., Ph.D.
Fučík Otto, doc. Dr. Ing. (DCSY)
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
ISBN
978-1-4673-6133-0
Publisher
IEEE Computer Society
Place
Brno
BibTeX
@inproceedings{BUT103475,
  author="Filip {Kadlček} and Otto {Fučík}",
  title="Automatic synthesis of small AdaBoost Classifier in FPGA",
  booktitle="IEEE Design and Diagnostics of Electronic Circuits and Systems DDECS'2013",
  year="2013",
  pages="1--6",
  publisher="IEEE Computer Society",
  address="Brno",
  isbn="978-1-4673-6133-0"
}
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