About: Automatic synthesis of classifiers in FGPA

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rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
Description	In this paper an approach to automatic synthesis of classifiers in FPGAs based on AdaBoost algorithm is introduced. The various boosting methods are widely used for detection of objects in images. In this paper a novel approach to automatic synthesis of a classifier with respect to an efficient use of computing resources is proposed. The main purpose is to achieve an acceptable trade-off between speed and resources consumption of the designed classifier. The features, used in boosting algorithms, are based on Local Binary Patterns, which are more suitable for hardware implementation then traditionally used Haar-like features. Automatic synthesis of classifiers from trained data sets is also described. In the paper there are also described the results achieved. In this paper an approach to automatic synthesis of classifiers in FPGAs based on AdaBoost algorithm is introduced. The various boosting methods are widely used for detection of objects in images. In this paper a novel approach to automatic synthesis of a classifier with respect to an efficient use of computing resources is proposed. The main purpose is to achieve an acceptable trade-off between speed and resources consumption of the designed classifier. The features, used in boosting algorithms, are based on Local Binary Patterns, which are more suitable for hardware implementation then traditionally used Haar-like features. Automatic synthesis of classifiers from trained data sets is also described. In the paper there are also described the results achieved. (en)
Title	Automatic synthesis of classifiers in FGPA Automatic synthesis of classifiers in FGPA (en)
skos:prefLabel	Automatic synthesis of classifiers in FGPA Automatic synthesis of classifiers in FGPA (en)
skos:notation	RIV/00216305:26230/11:PU96065!RIV12-MSM-26230___
http://linked.open...avai/riv/aktivita	S Z
http://linked.open...avai/riv/aktivity	S, Z(MSM0021630528)
http://linked.open...vai/riv/dodaniDat	2012
http://linked.open...aciTvurceVysledku	Kadlček, Filip Juránek, Roman Zemčík, Pavel
http://linked.open.../riv/druhVysledku	D - Článek ve sborníku
http://linked.open...iv/duvernostUdaju	S - Úplné a pravdivé údaje nepodléhající ochraně podle zvláštních právních předpisů
http://linked.open...titaPredkladatele	Vysoké učení technické v Brně / Fakulta informačních technologií
http://linked.open...dnocenehoVysledku	187595
http://linked.open...ai/riv/idVysledku	RIV/00216305:26230/11:PU96065
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	AdaBoost, FPGA, LBP, hardware synthesis. (en)
http://linked.open.../riv/klicoveSlovo	AdaBoost LBP hardware synthesis. FPGA
http://linked.open...ontrolniKodProRIV	[12E9C59BCCD3]
http://linked.open...v/mistoKonaniAkce	Univerzita Tomáše Bati, Mostní 5139, Zlín
http://linked.open...i/riv/mistoVydani	Zlín
http://linked.open...i/riv/nazevZdroje	International Bata Conference for Ph.D. Students and Young Researchers
http://linked.open...in/vavai/riv/obor	IN
http://linked.open...ichTvurcuVysledku	3 (xsd:int)
http://linked.open...cetTvurcuVysledku	3 (xsd:int)
http://linked.open...UplatneniVysledku	2011
http://linked.open...iv/tvurceVysledku	Juránek, Roman Kadlček, Filip Zemčík, Pavel
http://linked.open...vavai/riv/typAkce	EUR - Evropská
http://linked.open.../riv/zahajeniAkce	2011-04-12 (xsd:date)
http://linked.open...n/vavai/riv/zamer	Výzkum informačních technologií z hlediska bezpečnosti
number of pages	12 (xsd:int)
http://purl.org/ne...btex#hasPublisher	Univerzita Tomáše Bati ve Zlíně
https://schema.org/isbn	978-80-7454-013-4
http://localhost/t...ganizacniJednotka	26230

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