Automatic synthesis of small AdaBoost Classifier in FPGA

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"
}