• DocumentCode
    1797740
  • Title

    Hardware realization of locally normalized cross correlation algorithm

  • Author

    Baloch, S. ; Ghazali, F. ; Mir, N. ; Farrukh, F. ; Ismail, H. ; Qadri, Muhammad Yasir

  • Author_Institution
    Inst. for Syst.-Level Integration & Univ., Univ. of Glasgow, Glasgow, UK
  • fYear
    2014
  • fDate
    15-17 Nov. 2014
  • Firstpage
    378
  • Lastpage
    382
  • Abstract
    Real-time mission planning for Unmanned Aerial Vehicles (UAVs) is an important application that requires implementation of computer vision algorithms such as Locally Normalized Cross Correlation (LNCC), with greater accuracy and throughput. Although the LNCC algorithm is the prime choice for image matching, its real time hardware implementation has proved to be a real challenge for hardware designers mainly due to its computational complexity. In this paper, a novel architecture for real time implementation of this scheme using Field Programmable Gate Array (FPGA) platform is proposed. In the proposed design, multiple computations are concurrently executed by incorporating parallelism in architectures through 4 FPGAs. The FPGAs are efficiently multiple synchronized along with efficient memory architecture to optimize match point results in minimum possible time. The exploration of the parallelism and reusability of results made it possible to meet timing constraints imposed in this research.
  • Keywords
    autonomous aerial vehicles; computer vision; field programmable gate arrays; path planning; FPGA; LNCC algorithm; UAV; computer vision algorithm; field programmable gate array; locally normalized cross correlation algorithm; memory architecture; realtime mission planning; timing constraint; unmanned aerial vehicles; Computer architecture; Correlation; Field programmable gate arrays; Global Positioning System; Hardware; Random access memory; Real-time systems; Field Programmable Gate Array (FPGA); Locally Normalized Cross Correlation (LNCC); Unmanned Aerial Vehicle (UAV);
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems and Informatics (ICSAI), 2014 2nd International Conference on
  • Conference_Location
    Shanghai
  • Print_ISBN
    978-1-4799-5457-5
  • Type

    conf

  • DOI
    10.1109/ICSAI.2014.7009318
  • Filename
    7009318