Recognition of Surface Irregularities on Roads: a machine learning approach on 3D models

Roads are composed of various sorts of materials and with the constant use they expose different kinds of cracks or potholes. The aim of the current research is to present a novel automated classification method to be applied on these faults, which can be located on rigid pavement type. In order to...

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Detalles Bibliográficos
Autores principales: Huincalef, Rodrigo, Urrutia, Guillermo, Ingravallo, Gabriel, Martínez, Diego C.
Formato: Objeto de conferencia
Lenguaje:Inglés
Publicado: 2018
Materias:
Ciencias Informáticas
roads
automated classification method
Kinect device
Acceso en línea:http://sedici.unlp.edu.ar/handle/10915/73213
Aporte de:
SEDICI (UNLP) de Universidad Nacional de La Plata
id I19-R120-10915-73213
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
roads
automated classification method
Kinect device
spellingShingle Ciencias Informáticas
roads
automated classification method
Kinect device
Huincalef, Rodrigo
Urrutia, Guillermo
Ingravallo, Gabriel
Martínez, Diego C.
Recognition of Surface Irregularities on Roads: a machine learning approach on 3D models
topic_facet Ciencias Informáticas
roads
automated classification method
Kinect device
description Roads are composed of various sorts of materials and with the constant use they expose different kinds of cracks or potholes. The aim of the current research is to present a novel automated classification method to be applied on these faults, which can be located on rigid pavement type. In order to collect proper representation of faults, a Kinect device was used, leading to three-dimensional point cloud structures. Images descriptors were used in order to establish the type of pothole and to get information regarding fault dimensions.
format Objeto de conferencia
Objeto de conferencia
author Huincalef, Rodrigo
Urrutia, Guillermo
Ingravallo, Gabriel
Martínez, Diego C.
author_facet Huincalef, Rodrigo
Urrutia, Guillermo
Ingravallo, Gabriel
Martínez, Diego C.
author_sort Huincalef, Rodrigo
title Recognition of Surface Irregularities on Roads: a machine learning approach on 3D models
title_short Recognition of Surface Irregularities on Roads: a machine learning approach on 3D models
title_full Recognition of Surface Irregularities on Roads: a machine learning approach on 3D models
title_fullStr Recognition of Surface Irregularities on Roads: a machine learning approach on 3D models
title_full_unstemmed Recognition of Surface Irregularities on Roads: a machine learning approach on 3D models
title_sort recognition of surface irregularities on roads: a machine learning approach on 3d models
publishDate 2018
url http://sedici.unlp.edu.ar/handle/10915/73213
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AT urrutiaguillermo recognitionofsurfaceirregularitiesonroadsamachinelearningapproachon3dmodels
AT ingravallogabriel recognitionofsurfaceirregularitiesonroadsamachinelearningapproachon3dmodels
AT martinezdiegoc recognitionofsurfaceirregularitiesonroadsamachinelearningapproachon3dmodels
bdutipo_str Repositorios
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