• DocumentCode
    1977560
  • Title

    Pedestrian Recognition Based on 3D Image Data

  • Author

    Elias, Björn ; Mähönen, Petri

  • Author_Institution
    Audi Electron. Venture GmbH, Gaimersheim
  • fYear
    2007
  • fDate
    4-7 June 2007
  • Firstpage
    1406
  • Lastpage
    1411
  • Abstract
    This paper presents a pedestrian classification system using 3D imaging information. The system consists of a photonic mixer device sensor (PMD), infrared lightsources and image processing algorithms. We present an example of an active safety system to protect pedestrians, describe a pedestrian classification using 3D image image processing, and give suggestions for further optimization of the software. The focus of this work is the description of main features which are required in order to accomplish a reliable classification. The task of the classification algorithms is to classify sensor objects either into the category pedestrians or the category non-pedestrians. After taking a closer look at image processing and measurement results we draw the conclusion that a multisensor approach is an inevitable requirement in order to fulfil the strict requirements of an exemplary active safety system given in this paper. Finally, the paper explains improvements of the classification on the basis of feature level fusion using 2D and 3D sensor systems.
  • Keywords
    image classification; sensor fusion; 3D image processing; active safety system; feature level fusion; infrared lightsources; multisensor approach; pedestrian classification system; pedestrian recognition; photonic mixer device sensor; Classification algorithms; Focusing; Image processing; Image recognition; Infrared image sensors; Optical imaging; Optoelectronic and photonic sensors; Protection; Sensor systems; Software safety;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Industrial Electronics, 2007. ISIE 2007. IEEE International Symposium on
  • Conference_Location
    Vigo
  • Print_ISBN
    978-1-4244-0754-5
  • Electronic_ISBN
    978-1-4244-0755-2
  • Type

    conf

  • DOI
    10.1109/ISIE.2007.4374807
  • Filename
    4374807