• DocumentCode
    2548689
  • Title

    A rotation invariant feature descriptor O-DAISY and its FPGA implementation

  • Author

    Fischer, Jan ; Ruppel, Alexander ; Weisshardt, Florian ; Verl, Alexander

  • Author_Institution
    Robot Syst. Dept., Fraunhofer Inst. for Manuf. Eng. & Autom. (IPA), Stuttgart, Germany
  • fYear
    2011
  • fDate
    25-30 Sept. 2011
  • Firstpage
    2365
  • Lastpage
    2370
  • Abstract
    State-of-the-art local feature descriptors like SIFT or SURF require a significant amount of computational power which prevents their usage in applications with real time constraints. Despite recent efforts to simplify the calculation of feature descriptors, a faster computation comes often to the disadvantage of weakening the invariance to rotation or scale. Recently, Tola et al. introduced DAISY, a new local feature descriptor for wide-baseline matching across stereo image pairs. It is shown that DAISY outperforms SIFT in terms of matching accuracy while being computed significantly faster. This paper takes on the idea of DAISY by proposing a rotational invariant extension of the descriptor, called O-DAISY, and outlining its implementation on FPGA to achieve real time performance. The results are benchmarked against its original version and against the widely used descriptors BRIEF and SURF on a standardized image set.
  • Keywords
    field programmable gate arrays; image matching; object detection; robot vision; stereo image processing; BRIEF; FPGA implementation; O-DAISY; SIFT; SURF; real time constraints; rotation invariant feature descriptor; standardized image set; stereo image pairs; wide baseline matching; Accuracy; Benchmark testing; Databases; Detectors; Field programmable gate arrays; Histograms; Real time systems;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Robots and Systems (IROS), 2011 IEEE/RSJ International Conference on
  • Conference_Location
    San Francisco, CA
  • ISSN
    2153-0858
  • Print_ISBN
    978-1-61284-454-1
  • Type

    conf

  • DOI
    10.1109/IROS.2011.6094813
  • Filename
    6094813