• DocumentCode
    1717510
  • Title

    Improvement of 3-D data by neural networks

  • Author

    Lilienblum, Tilo ; Albrecht, Peter ; Michaelis, Bernd

  • Author_Institution
    Magdeburg Univ. of Technol., Germany
  • fYear
    1996
  • Firstpage
    203
  • Lastpage
    211
  • Abstract
    The 3-D measurement by photogrammetry is easy only in special cases. The measurement principle consists in an approximation of surface pieces by planes or paraboloids. If steps in surfaces or strongly curved surfaces are measured systematic errors appear. Also random errors appear. The aim is to reduce these errors. After measuring the 3-D data will be processed by neural networks. A modified associative memory smoothes and corrects the calculated 3-D coordinates using a-priori knowledge about the measurement object. The result is the reconstructed 3-D shape. For the measurement and processing of data local coordinates are used. The calculated geometrical shape is more precise than the results obtained with other methods or needs fewer measurement values. It is also possible to measure special dimensions of parts of measured objects
  • Keywords
    content-addressable storage; image reconstruction; neural nets; photogrammetry; 3D coordinates; 3D data; 3D measurement; 3D shape reconstruction; error reduction; measurement principle; modified associative memory; neural networks; paraboloids; photogrammetry; planes; random errors; surface piece approximation; systematic errors; Artificial neural networks; Associative memory; Cameras; Coordinate measuring machines; Image reconstruction; Mathematical model; Neural networks; Position measurement; Shape measurement; Surface reconstruction;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Neural Networks for Identification, Control, Robotics, and Signal/Image Processing, 1996. Proceedings., International Workshop on
  • Conference_Location
    Venice
  • Print_ISBN
    0-8186-7456-3
  • Type

    conf

  • DOI
    10.1109/NICRSP.1996.542761
  • Filename
    542761