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An integrated system for vehicle tracking and classification.

Authors :
Battiato, Sebastiano
Farinella, Giovanni Maria
Furnari, Antonino
Puglisi, Giovanni
Snijders, Anique
Spiekstra, Jelmer
Source :
Expert Systems with Applications. Nov2015, Vol. 42 Issue 21, p7263-7275. 13p.
Publication Year :
2015

Abstract

We present a unified system for vehicle tracking and classification which has been developed with a data-driven approach on real-world data. The main purpose of the system is the tracking of the vehicles to understand lane changes, gates transits and other behaviors useful for traffic analysis. The discrimination of the vehicles into two classes (cars vs. trucks) is also required for electronic truck-tolling. Both tracking and classification are performed online by a system made up of two components (tracker and classifier) plus a controller which automatically adapts the configuration of the system to the observed conditions. Experiments show that the proposed system outperforms the state-of-the-art algorithms on the considered data. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
09574174
Volume :
42
Issue :
21
Database :
Academic Search Index
Journal :
Expert Systems with Applications
Publication Type :
Academic Journal
Accession number :
109007758
Full Text :
https://doi.org/10.1016/j.eswa.2015.05.055