Vehicle classification and speed estimation using Computer Vision techniques

In this work, we implement a real-time vehicle classification and speed estimation system and apply it to videos acquired from traffic cameras installed in highways. In this approach we: a) Detect moving vehicles through backgroundforeground segmentation techniques. b) Compare different supervised c...

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Detalles Bibliográficos
Autores principales: Yabo, Agustín, Arroyo, Sebastián I., Safar, Félix G., Oliva, Damián
Formato: Objeto de conferencia
Lenguaje:Inglés
Publicado: 2016
Materias:
Ingeniería
Informática
sistemas de control
speed estimation, computer vision, traffic camera, feature tracking, vehicle classification
Acceso en línea:http://sedici.unlp.edu.ar/handle/10915/56425
Aporte de:
SEDICI (UNLP) de Universidad Nacional de La Plata
id I19-R120-10915-56425
record_format dspace
institution Universidad Nacional de La Plata
institution_str I-19
repository_str R-120
collection SEDICI (UNLP)
language Inglés
topic Ingeniería
Informática
sistemas de control
speed estimation, computer vision, traffic camera, feature tracking, vehicle classification
spellingShingle Ingeniería
Informática
sistemas de control
speed estimation, computer vision, traffic camera, feature tracking, vehicle classification
Yabo, Agustín
Arroyo, Sebastián I.
Safar, Félix G.
Oliva, Damián
Vehicle classification and speed estimation using Computer Vision techniques
topic_facet Ingeniería
Informática
sistemas de control
speed estimation, computer vision, traffic camera, feature tracking, vehicle classification
description In this work, we implement a real-time vehicle classification and speed estimation system and apply it to videos acquired from traffic cameras installed in highways. In this approach we: a) Detect moving vehicles through backgroundforeground segmentation techniques. b) Compare different supervised classifiers (e.g. artificial neural networks) for vehicle classification into categories: (car, motorcycle, van, and bus/truck). c) Apply a calibration method to georeference vehicles using satellite images. d) Estimate vehicles speed per class using feature tracking and nearest neighbors algorithms.
format Objeto de conferencia
Objeto de conferencia
author Yabo, Agustín
Arroyo, Sebastián I.
Safar, Félix G.
Oliva, Damián
author_facet Yabo, Agustín
Arroyo, Sebastián I.
Safar, Félix G.
Oliva, Damián
author_sort Yabo, Agustín
title Vehicle classification and speed estimation using Computer Vision techniques
title_short Vehicle classification and speed estimation using Computer Vision techniques
title_full Vehicle classification and speed estimation using Computer Vision techniques
title_fullStr Vehicle classification and speed estimation using Computer Vision techniques
title_full_unstemmed Vehicle classification and speed estimation using Computer Vision techniques
title_sort vehicle classification and speed estimation using computer vision techniques
publishDate 2016
url http://sedici.unlp.edu.ar/handle/10915/56425
work_keys_str_mv AT yaboagustin vehicleclassificationandspeedestimationusingcomputervisiontechniques
AT arroyosebastiani vehicleclassificationandspeedestimationusingcomputervisiontechniques
AT safarfelixg vehicleclassificationandspeedestimationusingcomputervisiontechniques
AT olivadamian vehicleclassificationandspeedestimationusingcomputervisiontechniques
bdutipo_str Repositorios
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