• DocumentCode
    703501
  • Title

    On the application of light field reconstruction for statistical object recognition

  • Author

    Heigl, B. ; Denzler, J. ; Niemann, H.

  • Author_Institution
    Lehrstuhl fur Mustererkennung (Inf. 5), Univ. Erlangen-Nurnberg, Erlangen, Germany
  • fYear
    1998
  • fDate
    8-11 Sept. 1998
  • Firstpage
    1
  • Lastpage
    4
  • Abstract
    In this paper we apply light field reconstruction and rendering of object views to the problem of automatic generation of training material for a statistical object recognition system. The advantages of using a light field instead of real images are shown. We evaluate with respect to the error rate of the classifier, whether the reconstructed light field can be applied to the training step. We also show how the recognition rate of the classifier trained by the light field depends on its resolution.
  • Keywords
    image classification; image reconstruction; image resolution; object recognition; statistical analysis; error rate; light field reconstruction; statistical object recognition system; Cameras; Image reconstruction; Object recognition; Rendering (computer graphics); Robot vision systems; Training;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing Conference (EUSIPCO 1998), 9th European
  • Conference_Location
    Rhodes
  • Print_ISBN
    978-960-7620-06-4
  • Type

    conf

  • Filename
    7089972