About: Real-time Algorithms of Object Detection with Classifiers

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An Entity of Type : http://linked.opendata.cz/ontology/domain/vavai/Vysledek, within Data Space : linked.opendata.cz associated with source document(s)

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rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
Description	Real-time object detection is currently expanding field of computer vision. One of most popular methods for the object detection is based on exploitation of statistical classifiers (namely those based on AdaBoost algorithm). This contribution presents methods for acceleration of object detection based on the AdaBoost. First it describes image pre-processing and the learning of classifiers. Finally, the contribution presents algorithmic accelerations of the detection process and effective implementations of classification on various architectures - CPU/SSE, GPGPU and FPGA. Accelerated detectors achieve high performance compared to state of the art solutions and are suitable for real-time applications. Real-time object detection is currently expanding field of computer vision. One of most popular methods for the object detection is based on exploitation of statistical classifiers (namely those based on AdaBoost algorithm). This contribution presents methods for acceleration of object detection based on the AdaBoost. First it describes image pre-processing and the learning of classifiers. Finally, the contribution presents algorithmic accelerations of the detection process and effective implementations of classification on various architectures - CPU/SSE, GPGPU and FPGA. Accelerated detectors achieve high performance compared to state of the art solutions and are suitable for real-time applications. (en)
Title	Real-time Algorithms of Object Detection with Classifiers Real-time Algorithms of Object Detection with Classifiers (en)
skos:prefLabel	Real-time Algorithms of Object Detection with Classifiers Real-time Algorithms of Object Detection with Classifiers (en)
skos:notation	RIV/00216305:26230/12:PU98175!RIV13-MSM-26230___
http://linked.open...avai/riv/aktivita	P S Z
http://linked.open...avai/riv/aktivity	P(7H10013), P(7H10014), P(ED1.1.00/02.0070), S, Z(MSM0021630528)
http://linked.open...vai/riv/dodaniDat	2013
http://linked.open...aciTvurceVysledku	Juránek, Roman Zemčík, Pavel Hradiš, Michal
http://linked.open.../riv/druhVysledku	C - Kapitola v knize
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	164274
http://linked.open...ai/riv/idVysledku	RIV/00216305:26230/12:PU98175
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	WaldBoost, Object Detection, Classification Cost, EnMS, Neighborhood Suppression, Acceleration, GPU, SIMD, FPGA (en)
http://linked.open.../riv/klicoveSlovo	Object Detection FPGA SIMD WaldBoost Classification Cost EnMS Neighborhood Suppression Acceleration GPU
http://linked.open...ontrolniKodProRIV	[579A96229E5F]
http://linked.open...i/riv/mistoVydani	Rijeka
http://linked.open...vEdiceCisloSvazku	NEUVEDEN
http://linked.open...i/riv/nazevZdroje	Real-Time System
http://linked.open...in/vavai/riv/obor	JC
http://linked.open...ichTvurcuVysledku	3 (xsd:int)
http://linked.open...v/pocetStranKnihy	350 (xsd:int)
http://linked.open...cetTvurcuVysledku	3 (xsd:int)
http://linked.open...vavai/riv/projekt	Reduced Certification Costs for Trusted Multi-core Platforms IT4Innovations Centre of Excellence Smart Multicore Embedded SYstems
http://linked.open...UplatneniVysledku	2012
http://linked.open...iv/tvurceVysledku	Juránek, Roman Zemčík, Pavel Hradiš, Michal
http://linked.open...n/vavai/riv/zamer	Výzkum informačních technologií z hlediska bezpečnosti
number of pages	22 (xsd:int)
http://purl.org/ne...btex#hasPublisher	InTech - Open Access Publisher
https://schema.org/isbn	9789535105107
http://localhost/t...ganizacniJednotka	26230

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