• DocumentCode
    2986802
  • Title

    Robust and real-time automatic target recognition using partial hausdorff distance measure on reconfigurable hardware

  • Author

    Xu, Jinbo ; Dou, Yong

  • Author_Institution
    Dept. of Comput. Sci., Nat. Univ. of Defence Technol., Changsha
  • fYear
    2006
  • fDate
    Dec. 2006
  • Firstpage
    25
  • Lastpage
    32
  • Abstract
    This paper presents a high performance FPGA-based automatic target recognition system, which matches TV templates with an image efficiently. Theoretically, image matching algorithms based on partial Hausdorff distance (HD) are more tolerant of perturbations in the locations of pixel points than other algorithms, but they are too computationally expensive to be used in embedded systems. In order to solve this problem, we present a robust and real-time implementation of the image matching algorithm based on partial HD, taking advantage of the hardware resources offered by the FPGA chips. A parallel target recognition algorithm under constraints of limited embedded memory and limited memory bandwidth is proposed first. And then the system is organized as a coarse-grained pipeline containing three stages. Each stage is implemented in highly parallel fashion. The implementation of distance transform and template matching are described in detail. Experimental results show that our work outperforms related proposals. A speedup of almost 50 is achieved while compared with the software solution in PC (Pentium 4 2.8 GHz)
  • Keywords
    embedded systems; field programmable gate arrays; image matching; reconfigurable architectures; automatic target recognition; distance transform; embedded systems; field programmable gate arrays; image matching; partial Hausdorff distance; reconfigurable hardware; template matching; Embedded computing; Embedded system; Field programmable gate arrays; Hardware; High definition video; Image matching; Pixel; Robustness; TV; Target recognition;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Field Programmable Technology, 2006. FPT 2006. IEEE International Conference on
  • Conference_Location
    Bangkok
  • Print_ISBN
    0-7803-9729-0
  • Electronic_ISBN
    0-7803-9729-0
  • Type

    conf

  • DOI
    10.1109/FPT.2006.270387
  • Filename
    4042412