• DocumentCode
    3324512
  • Title

    An optical Fourier/electronic neurocomputer automated inspection system

  • Author

    Glover, David E.

  • Author_Institution
    Global Holonetics Corp., Fairfield, IA, USA
  • fYear
    1988
  • fDate
    24-27 July 1988
  • Firstpage
    569
  • Abstract
    An optical Fourier/electronic neurocomputer automated inspection system prototype is described. The system is composed to two modules: (1) a video-input optical/electronic Fourier feature extraction module, and (2) a PC/AT-based neurocomputer for feature signature (i.e., image) classification. Global shape and texture analysis, capable of discriminating relatively small and unpredictable image differences, is performed at speeds up to 15 images/s. The system performs 2-D image data compression by utilizing the attractive properties of coherent optical Fourier transform generation and optical feature sampling. Neural network multiclass pattern classifier algorithms (i.e., backpropagation and counterpropagation) are used to ensure system robustness in the presence of noisy, degraded, partial, or distorted images. It is expected that discrimination results can be used to track image-change trends for adaptive process control. Preliminary experimental results are presented.<>
  • Keywords
    Fourier transforms; computer vision; computerised pattern recognition; data compression; inspection; neural nets; 2D image data compression; PC/AT; automated inspection system; backpropagation; computer vision; computerised pattern recognition; counterpropagation; electronic neurocomputer; feature extraction; global shape analysis; multiclass pattern classifier; neural nets; optical Fourier; texture analysis; Data compression; Fourier transforms; Inspection; Machine vision; Neural networks; Pattern recognition;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Neural Networks, 1988., IEEE International Conference on
  • Conference_Location
    San Diego, CA, USA
  • Type

    conf

  • DOI
    10.1109/ICNN.1988.23892
  • Filename
    23892