Some Features of Classifiers Implementation for Object Recognition in Specialized Computer systems

Generalized formalization of recognition algorithm for specialized computer systems is presented in this paper. The structure features of image recognition methods, which have to be taken into account when developing classifiers for object recognition in specialized computer systems, are described....

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Autores principales:	Amer Tahseen Abu-Jassar, Yasser Mohammad Al-Sharo, Vyacheslav Lyashenko, Svitlana Sotnik
Formato:	article
Lenguaje:	EN
Publicado:	UIKTEN 2021
Materias:	specialized computer systems robotics semantic network recognition image classifier Education L Technology T
Acceso en línea:	https://doaj.org/article/695f33a1625443b5914c847833a7a685
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spelling	oai:doaj.org-article:695f33a1625443b5914c847833a7a6852021-12-01T10:57:24ZSome Features of Classifiers Implementation for Object Recognition in Specialized Computer systems10.18421/TEM104-212217-83092217-8333https://doaj.org/article/695f33a1625443b5914c847833a7a6852021-11-01T00:00:00Zhttps://www.temjournal.com/content/104/TEMJournalNovember2021_1645_1654.pdfhttps://doaj.org/toc/2217-8309https://doaj.org/toc/2217-8333Generalized formalization of recognition algorithm for specialized computer systems is presented in this paper. The structure features of image recognition methods, which have to be taken into account when developing classifiers for object recognition in specialized computer systems, are described. The fundamental types of images characteristics-features, which are used in various methods of image recognition, are discussed. Approaches to development of classifiers for recognizing robotization objects, which are implemented on basis of Haar classifiers, are discussed. The issues of using machine learning algorithm of adaptive gain AdaBoost for development of such classifiers are also considered. Utilities have been developed for implementation of classifiers for object recognition in specialized computer systems.Amer Tahseen Abu-JassarYasser Mohammad Al-SharoVyacheslav LyashenkoSvitlana SotnikUIKTENarticlespecialized computer systemsroboticssemantic networkrecognitionimageclassifierEducationLTechnologyTENTEM Journal, Vol 10, Iss 4, Pp 1645-1654 (2021)
institution	DOAJ
collection	DOAJ
language	EN
topic	specialized computer systems robotics semantic network recognition image classifier Education L Technology T
spellingShingle	specialized computer systems robotics semantic network recognition image classifier Education L Technology T Amer Tahseen Abu-Jassar Yasser Mohammad Al-Sharo Vyacheslav Lyashenko Svitlana Sotnik Some Features of Classifiers Implementation for Object Recognition in Specialized Computer systems
description	Generalized formalization of recognition algorithm for specialized computer systems is presented in this paper. The structure features of image recognition methods, which have to be taken into account when developing classifiers for object recognition in specialized computer systems, are described. The fundamental types of images characteristics-features, which are used in various methods of image recognition, are discussed. Approaches to development of classifiers for recognizing robotization objects, which are implemented on basis of Haar classifiers, are discussed. The issues of using machine learning algorithm of adaptive gain AdaBoost for development of such classifiers are also considered. Utilities have been developed for implementation of classifiers for object recognition in specialized computer systems.
format	article
author	Amer Tahseen Abu-Jassar Yasser Mohammad Al-Sharo Vyacheslav Lyashenko Svitlana Sotnik
author_facet	Amer Tahseen Abu-Jassar Yasser Mohammad Al-Sharo Vyacheslav Lyashenko Svitlana Sotnik
author_sort	Amer Tahseen Abu-Jassar
title	Some Features of Classifiers Implementation for Object Recognition in Specialized Computer systems
title_short	Some Features of Classifiers Implementation for Object Recognition in Specialized Computer systems
title_full	Some Features of Classifiers Implementation for Object Recognition in Specialized Computer systems
title_fullStr	Some Features of Classifiers Implementation for Object Recognition in Specialized Computer systems
title_full_unstemmed	Some Features of Classifiers Implementation for Object Recognition in Specialized Computer systems
title_sort	some features of classifiers implementation for object recognition in specialized computer systems
publisher	UIKTEN
publishDate	2021
url	https://doaj.org/article/695f33a1625443b5914c847833a7a685
work_keys_str_mv	AT amertahseenabujassar somefeaturesofclassifiersimplementationforobjectrecognitioninspecializedcomputersystems AT yassermohammadalsharo somefeaturesofclassifiersimplementationforobjectrecognitioninspecializedcomputersystems AT vyacheslavlyashenko somefeaturesofclassifiersimplementationforobjectrecognitioninspecializedcomputersystems AT svitlanasotnik somefeaturesofclassifiersimplementationforobjectrecognitioninspecializedcomputersystems
_version_	1718405237936488448

Some Features of Classifiers Implementation for Object Recognition in Specialized Computer systems

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