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Description
  • This paper studies a possibility to use a set of onboard high-resolution cameras and GPS unit to detect aggressive drivers near a floating car in real traffic. Hardware and software requirements and system architecture are described in detail. Different types of classifiers and object tracking algorithms are described and compared. Mainly open source software packages, such as OpenCV with GNU license, are considered due to the possibility to use them in projects without any restrictions and adjust a source code to specific needs. Additionally we describe a possibility to increase quality of GPS positioning with information obtained from a CAN bus of the vehicle. Information about vehicle speed, steering angle etc. are used to construct a physical model of the vehicle, real GPS coordinates and position obtained by a model are further fused by Kalman filter. At the same time, GIS data and information from onboard cameras are used to obtain in lane position of the vehicle.
  • This paper studies a possibility to use a set of onboard high-resolution cameras and GPS unit to detect aggressive drivers near a floating car in real traffic. Hardware and software requirements and system architecture are described in detail. Different types of classifiers and object tracking algorithms are described and compared. Mainly open source software packages, such as OpenCV with GNU license, are considered due to the possibility to use them in projects without any restrictions and adjust a source code to specific needs. Additionally we describe a possibility to increase quality of GPS positioning with information obtained from a CAN bus of the vehicle. Information about vehicle speed, steering angle etc. are used to construct a physical model of the vehicle, real GPS coordinates and position obtained by a model are further fused by Kalman filter. At the same time, GIS data and information from onboard cameras are used to obtain in lane position of the vehicle. (en)
Title
  • Detection of aggressive driver behavior using on-board camera and GPS module
  • Detection of aggressive driver behavior using on-board camera and GPS module (en)
skos:prefLabel
  • Detection of aggressive driver behavior using on-board camera and GPS module
  • Detection of aggressive driver behavior using on-board camera and GPS module (en)
skos:notation
  • RIV/68407700:21260/14:00226465!RIV15-MSM-21260___
http://linked.open...avai/riv/aktivita
http://linked.open...avai/riv/aktivity
  • I
http://linked.open...vai/riv/dodaniDat
http://linked.open...aciTvurceVysledku
  • Rozhdestvenskiy, Dmitry
http://linked.open.../riv/druhVysledku
http://linked.open...iv/duvernostUdaju
http://linked.open...titaPredkladatele
http://linked.open...dnocenehoVysledku
  • 10591
http://linked.open...ai/riv/idVysledku
  • RIV/68407700:21260/14:00226465
http://linked.open...riv/jazykVysledku
http://linked.open.../riv/klicovaSlova
  • Aggressive Drivers; Computer Vision; GIS data fusion; Open source computer vision software (en)
http://linked.open.../riv/klicoveSlovo
http://linked.open...ontrolniKodProRIV
  • [D2F6E0C39023]
http://linked.open...v/mistoKonaniAkce
  • Děčín
http://linked.open...i/riv/mistoVydani
  • Praha
http://linked.open...i/riv/nazevZdroje
  • Driver-Car Interaction & Safety 2014 - Proceedings
http://linked.open...in/vavai/riv/obor
http://linked.open...ichTvurcuVysledku
http://linked.open...cetTvurcuVysledku
http://linked.open...UplatneniVysledku
http://linked.open...iv/tvurceVysledku
  • Rozhdestvenskiy, Dmitry
http://linked.open...vavai/riv/typAkce
http://linked.open.../riv/zahajeniAkce
number of pages
http://purl.org/ne...btex#hasPublisher
  • Dopravní fakulta ČVUT v Praze, Ústav dopravních prostředků
https://schema.org/isbn
  • 978-80-01-05663-9
http://localhost/t...ganizacniJednotka
  • 21260
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