Public And Private Service Vehicle Classification In Bogotá using SVM and AdaBoost

This paper presents the implementation and comparison of algorithms for support vector machines “SVM” and AdaBoost in the classification of public and private vehicles using segmented images of video sequences taken in Bogotá city. Using as tools the OpenCV libraries implemented in C. The algorithms...

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Main Authors:	Calderon, Francisco, Parra, Carlos Alberto
Format:	info:eu-repo/semantics/article
Language:	spa
Published:	UNIVERSIDAD ANTONIO NARIÑO 2013
Subjects:	AdaBosst árboles binarios OpenCV reconocimiento de patrones SVM Ingeniería de tráfico clasificación de vehículos AdaBoost Binary Trees Pattern recognition Traffic engineering Vehicles classification
Online Access:	https://revistas.uan.edu.co/index.php/ingeuan/article/view/348 https://repositorio.uan.edu.co/handle/123456789/10426
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author	Calderon, Francisco Parra, Carlos Alberto
author_facet	Calderon, Francisco Parra, Carlos Alberto
author_sort	Calderon, Francisco
collection	DSpace
description	This paper presents the implementation and comparison of algorithms for support vector machines “SVM” and AdaBoost in the classification of public and private vehicles using segmented images of video sequences taken in Bogotá city. Using as tools the OpenCV libraries implemented in C. The algorithms performances are remarkable and therefore its use could have a positive impact in the reduction of traffic problems.
format	info:eu-repo/semantics/article
id	repositorio.uan.edu.co-123456789-10426
institution	Repositorio Digital UAN
language	spa
publishDate	2013
publisher	UNIVERSIDAD ANTONIO NARIÑO
record_format	dspace
spelling	repositorio.uan.edu.co-123456789-104262024-10-14T03:47:34Z Public And Private Service Vehicle Classification In Bogotá using SVM and AdaBoost Calderon, Francisco Parra, Carlos Alberto AdaBosst árboles binarios OpenCV reconocimiento de patrones SVM Ingeniería de tráfico clasificación de vehículos AdaBoost Binary Trees OpenCV Pattern recognition SVM Traffic engineering Vehicles classification This paper presents the implementation and comparison of algorithms for support vector machines “SVM” and AdaBoost in the classification of public and private vehicles using segmented images of video sequences taken in Bogotá city. Using as tools the OpenCV libraries implemented in C. The algorithms performances are remarkable and therefore its use could have a positive impact in the reduction of traffic problems. Este artículo presenta el diseño e implementación y comparación de algoritmos para la clasificación de vehículos privados y públicos en Bogotá. El desempeño de estos algoritmos de clasificación es notable, y vale la pena anotar el impacto potencial que tendrían en la reducción de problemas de tráfico. Los datos experimentales fueron imágenes segmentadas de vídeos tomados sobre el tráfico en la ciudad de Bogotá. Por otro lado, los algoritmos que se utilizaron son máquinas de aprendizaje como Support Vector Machines “SVM” y Adaboost. Vale la pena notar, que se hizo uso de las librerías OpenCV implementadas en C. 2013-09-09 2024-10-10T02:24:50Z 2024-10-10T02:24:50Z info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion http://purl.org/coar/resource_type/c_6501 http://purl.org/coar/version/c_970fb48d4fbd8a85 https://revistas.uan.edu.co/index.php/ingeuan/article/view/348 https://repositorio.uan.edu.co/handle/123456789/10426 spa https://revistas.uan.edu.co/index.php/ingeuan/article/view/348/290 https://creativecommons.org/licenses/by-nc-sa/4.0 http://purl.org/coar/access_right/c_abf2 application/pdf UNIVERSIDAD ANTONIO NARIÑO INGE@UAN - TENDENCIAS EN LA INGENIERÍA; Vol. 3 Núm. 5 (2012) 2346-1446 2145-0935
spellingShingle	AdaBosst árboles binarios OpenCV reconocimiento de patrones SVM Ingeniería de tráfico clasificación de vehículos AdaBoost Binary Trees OpenCV Pattern recognition SVM Traffic engineering Vehicles classification Calderon, Francisco Parra, Carlos Alberto Public And Private Service Vehicle Classification In Bogotá using SVM and AdaBoost
title	Public And Private Service Vehicle Classification In Bogotá using SVM and AdaBoost
title_full	Public And Private Service Vehicle Classification In Bogotá using SVM and AdaBoost
title_fullStr	Public And Private Service Vehicle Classification In Bogotá using SVM and AdaBoost
title_full_unstemmed	Public And Private Service Vehicle Classification In Bogotá using SVM and AdaBoost
title_short	Public And Private Service Vehicle Classification In Bogotá using SVM and AdaBoost
title_sort	public and private service vehicle classification in bogota using svm and adaboost
topic	AdaBosst árboles binarios OpenCV reconocimiento de patrones SVM Ingeniería de tráfico clasificación de vehículos AdaBoost Binary Trees OpenCV Pattern recognition SVM Traffic engineering Vehicles classification
url	https://revistas.uan.edu.co/index.php/ingeuan/article/view/348 https://repositorio.uan.edu.co/handle/123456789/10426
work_keys_str_mv	AT calderonfrancisco publicandprivateservicevehicleclassificationinbogotausingsvmandadaboost AT parracarlosalberto publicandprivateservicevehicleclassificationinbogotausingsvmandadaboost