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. (C) 2015 Elsevier Ltd. All rights reserved.
|Titolo:||An integrated system for vehicle tracking and classification|
|Data di pubblicazione:||2015|
|Citazione:||An integrated system for vehicle tracking and classification / S. Battiato; G. M. Farinella; A. Furnari; G. Puglisi; A. Snijders; J. Spiekstra. - In: EXPERT SYSTEMS WITH APPLICATIONS. - ISSN 0957-4174. - 42:21(2015), pp. 7263-7275.|
|Appare nelle tipologie:||1.1 Articolo in rivista|