• DocumentCode
    687438
  • Title

    GPGPU Implementation for Steering Hands Tracking of a Car Driver by Particle Filter with Depth Image Sensor

  • Author

    Ikoma, Norikazu

  • Author_Institution
    Kyushu Inst. of Technol., Kitakyushu, Japan
  • fYear
    2013
  • fDate
    10-12 Dec. 2013
  • Firstpage
    164
  • Lastpage
    167
  • Abstract
    An elaborated parallel implementation of particle filter in GPGPU has been applied to track steering hands of a car driver with depth image sensor for extracting arm and hand regions. Use of depth image sensor can provide more clear extraction of arm and hand regions for left and right than conventional image sensor. Parallel implementation in GPGPU allows fast computation and use of significantly larger number of particles in particle filter algorithm. Experimental results show computational performance of the proposed method.
  • Keywords
    feature extraction; graphics processing units; image sensors; object tracking; particle filtering (numerical methods); road safety; traffic engineering computing; GPGPU implementation; arm region extraction; car driver; depth image sensor; general purpose graphics processing unit; hand region extraction; particle filter; steering hands tracking; Robots; Signal processing; GPGPU; car driving safety; parallel computation; particle filter;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Robot, Vision and Signal Processing (RVSP), 2013 Second International Conference on
  • Conference_Location
    Kitakyushu
  • Print_ISBN
    978-1-4799-3183-5
  • Type

    conf

  • DOI
    10.1109/RVSP.2013.45
  • Filename
    6830005