Conference paper

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.
Publication language:english
Original title:Automatic synthesis of small AdaBoost Classifier in FPGA
Title (cs):Automatická syntéza malých AdaBoost klasifikátorů v FPGA
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
Place:Brno, CZ
Year:2013
ISBN:978-1-4673-6133-0
Publisher:IEEE Computer Society
Keywords
AdaBoost
FPGA
LBP
Automatic synthesis
FPGA optimisation
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.
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.
BibTeX:
@INPROCEEDINGS{
   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 = {http://www.fit.vutbr.cz/research/view_pub.php?id=10288}
}

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