Pedestrian detection on CAVIAR dataset using a movement feature space

This work develops a pedestrian detection system using a feature space based on level lines, called Movement Feature Space (MFS). Besides detecting the movement in the scene, this feature space defines the descriptors used by the classifiers to identify pedestrians. Locations hypotheses of pedestria...

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Detalles Bibliográficos
Autores principales: Negri, Pablo, Lotito, Pablo
Formato: Objeto de conferencia
Lenguaje:Inglés
Publicado: 2012
Materias:
Acceso en línea:http://sedici.unlp.edu.ar/handle/10915/123930
https://41jaiio.sadio.org.ar/sites/default/files/19_AST_2012.pdf
Aporte de:
id I19-R120-10915-123930
record_format dspace
institution Universidad Nacional de La Plata
institution_str I-19
repository_str R-120
collection SEDICI (UNLP)
language Inglés
topic Ciencias Informáticas
Pedestrian detection
Level Lines
Movement Feature Space
spellingShingle Ciencias Informáticas
Pedestrian detection
Level Lines
Movement Feature Space
Negri, Pablo
Lotito, Pablo
Pedestrian detection on CAVIAR dataset using a movement feature space
topic_facet Ciencias Informáticas
Pedestrian detection
Level Lines
Movement Feature Space
description This work develops a pedestrian detection system using a feature space based on level lines, called Movement Feature Space (MFS). Besides detecting the movement in the scene, this feature space defines the descriptors used by the classifiers to identify pedestrians. Locations hypotheses of pedestrian are performed by a cascade of boosted classifiers. The validation of these regions of interest is carried out by a Support Vector Machine classifier. Results rise to 81 % of good detection rate, having 0.6 false alarms per image on average on the FRONT VIEW CAVIAR dataset.
format Objeto de conferencia
Objeto de conferencia
author Negri, Pablo
Lotito, Pablo
author_facet Negri, Pablo
Lotito, Pablo
author_sort Negri, Pablo
title Pedestrian detection on CAVIAR dataset using a movement feature space
title_short Pedestrian detection on CAVIAR dataset using a movement feature space
title_full Pedestrian detection on CAVIAR dataset using a movement feature space
title_fullStr Pedestrian detection on CAVIAR dataset using a movement feature space
title_full_unstemmed Pedestrian detection on CAVIAR dataset using a movement feature space
title_sort pedestrian detection on caviar dataset using a movement feature space
publishDate 2012
url http://sedici.unlp.edu.ar/handle/10915/123930
https://41jaiio.sadio.org.ar/sites/default/files/19_AST_2012.pdf
work_keys_str_mv AT negripablo pedestriandetectiononcaviardatasetusingamovementfeaturespace
AT lotitopablo pedestriandetectiononcaviardatasetusingamovementfeaturespace
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