• DocumentCode
    2437812
  • Title

    A neural network based integrated image processing environment for object recognition in medical applications

  • Author

    Ware, J.A. ; Ciuca, I.

  • Author_Institution
    Glamorgan Univ., UK
  • fYear
    1997
  • fDate
    11-13 Jun 1997
  • Firstpage
    149
  • Lastpage
    154
  • Abstract
    The paper outlines an integrated image processing environment that uses neural networks for object recognition and classification. The image processing environment which is Windows based, encapsulates a multiple-document interface (MDI) and is menu driven. Object (shape) parameter extraction is focused on features that are invariant in terms of translation, rotation and scale transformations. The neural network models incorporated into the environment allow both clustering and classification of objects from the analysed image. Mapping neural networks perform input sensitivity analysis on the extracted feature measurements and thus facilitates the removal of irrelevant features and improvements in the degree of generalisation
  • Keywords
    feature extraction; generalisation (artificial intelligence); image classification; image recognition; medical image processing; neural nets; object recognition; sensitivity analysis; Windows-based image processing environment; analysed image; extracted feature measurements; generalisation; input sensitivity analysis; irrelevant feature removal; mapping neural networks; medical applications; menu driven image processing environment; multiple-document interface; neural network based integrated image processing environment; object classification; object clustering; object parameter extraction; object recognition; rotation; scale transformations; translation; Biomedical imaging; Color; Feature extraction; Image edge detection; Image processing; Image segmentation; Intelligent networks; Neural networks; Object recognition; Pattern recognition;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer-Based Medical Systems., 1997. Proceedings., Tenth IEEE Symposium on
  • Conference_Location
    Maribor
  • ISSN
    1063-7125
  • Print_ISBN
    0-8186-7928-X
  • Type

    conf

  • DOI
    10.1109/CBMS.1997.596425
  • Filename
    596425