• DocumentCode
    686509
  • Title

    A parallel implementation of TLD algorithm using CUDA

  • Author

    Zhang Ping ; Sun Yongqi ; Wu Yali ; Zhang Rui

  • Author_Institution
    Beijing Key Lab. of Traffic Data Anal. & Min., Beijing Jiaotong Univ., Beijing, China
  • fYear
    2013
  • fDate
    22-258 Nov. 2013
  • Firstpage
    220
  • Lastpage
    224
  • Abstract
    Visual tracking is an important issue of computer vision, TLD is an on-line visual tracking algorithm with good robustness and high accuracy properties. However, the real-time performance of TLD is low for the large size video sequences. In this paper, we study the most time-consuming stages of TLD, and then propose a parallel algorithm based on CUDA. The experimental results show that the speedup of our algorithm reaches up to 2.59 compared to TLD while maintaining the same detection accuracy.
  • Keywords
    computer vision; image sequences; object tracking; parallel architectures; video signal processing; CUDA; TLD algorithm; computer vision; online visual tracking algorithm; parallel algorithm; parallel implementation; real-time performance; video sequences; CUDA; GPU; TLD; parallel processing; visual tracking;
  • fLanguage
    English
  • Publisher
    iet
  • Conference_Titel
    Wireless, Mobile and Multimedia Networks (ICWMMN 2013), 5th IET International Conference on
  • Conference_Location
    Beijing
  • Electronic_ISBN
    978-1-84919-726-7
  • Type

    conf

  • DOI
    10.1049/cp.2013.2412
  • Filename
    6827829