• DocumentCode
    692340
  • Title

    Traffic sign detection, recognition and transmission system for smart vehicles

  • Author

    Mammeri, Abdelhamid ; Boukerche, Azzedine ; Renfei Wang ; Jingwen Feng

  • Author_Institution
    PARADISE Res. Lab., Univ. of Ottawa, Ottawa, ON, Canada
  • fYear
    2013
  • fDate
    9-13 Dec. 2013
  • Firstpage
    4798
  • Lastpage
    4803
  • Abstract
    The Traffic Sign Detection and Recognition system (TSDR) has been mainly designed to increase driver safety by the fast perception and interpretation of Traffic Signs (TSs). In almost all published TSDR systems, a two-stage strategy was adopted: a detection stage followed by a recognition stage. However, in such systems, the recognized TS is used locally and this data is not shared with neighboring vehicles. In some dangerous situations, Vehicle to Vehicle communication of TS information is required to prevent approaching drivers from a possible crash. In this paper, a novel system based on the detection, recognition and transmission of TSs is investigated. Hence, two main modules have been developed: Vision-Module (VM) and Transmission-Module (TM). In the VM, an efficient algorithm for the detection and recognition of TS is presented. A modified version of Histogram of Oriented Gradients (HOG) is used to detect and recognize TSs through a set of multi-level Support Vector Machines (SVM) classifiers. The goal of the TM, however, is to send the TS information from a vehicle detecting the TS to the following vehicles belonging to a destination area called zone of relevance. Consequently, a geocast routing protocol is simulated using NS-2. A set of tests are performed to evaluate these modules.
  • Keywords
    image recognition; mobile communication; object detection; road safety; routing protocols; support vector machines; vehicles; NS-2; SVM; driver safety; geocast routing protocol; oriented gradients histogram; smart vehicles; support vector machines classifiers; traffic sign detection; traffic sign recognition; transmission system; transmission-module; vehicle to vehicle communication; vision-module; Histograms; Receivers; Roads; Support vector machines; Vectors; Vehicles; Wireless communication;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Global Communications Conference (GLOBECOM), 2013 IEEE
  • Conference_Location
    Atlanta, GA
  • Type

    conf

  • DOI
    10.1109/GLOCOMW.2013.6855710
  • Filename
    6855710