• DocumentCode
    3082089
  • Title

    Semantic analysis of skin lesions using radial basis function neural networks

  • Author

    Przystalski, Karol ; Nowak, Leszek ; Ogorzalek, Maciej ; Surowka, Grzegorz

  • Author_Institution
    Jagiellonian Univ., Kraków, Poland
  • fYear
    2010
  • fDate
    13-15 May 2010
  • Firstpage
    128
  • Lastpage
    132
  • Abstract
    Artificial Neural Networks have been successfully applied to abroad spectrum of complex analysis problems. Computational intelligence is finding more and more applications in computer aided diagnostics, helping doctors to process large quantities of various medical data. In dermatology it is extremely difficult to perform automatic diagnostic differentiation of malignant melanoma based only on dermatoscopic images. Applying artificial intelligence algorithms to explore and search large database of dermatoscopic images allow doctors to semantically filter out image with specified characteristics. This paper presents an approach for characteristic objects classification found in image database of pigment skin lesions, based on radial basis function kernel for artificial neural networks.
  • Keywords
    artificial intelligence; image retrieval; medical administrative data processing; medical image processing; patient diagnosis; radial basis function networks; skin; visual databases; artificial neural networks; automatic diagnostic differentiation; complex analysis problems; computational intelligence; computer aided diagnostics; dermatology; dermatoscopic images; doctors; image database; image filtering; large database search; malignant melanoma; medical data; object classification; pigment skin lesions; radial basis function neural networks; semantic analysis; Application software; Artificial neural networks; Biomedical imaging; Computational intelligence; Computer applications; Image databases; Lesions; Medical diagnostic imaging; Radial basis function networks; Skin; artificial neural networks; image analysis; image processing; malignant melanoma; neural networks; radial basis function; semantic; semantic analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Human System Interactions (HSI), 2010 3rd Conference on
  • Conference_Location
    Rzeszow
  • Print_ISBN
    978-1-4244-7560-5
  • Type

    conf

  • DOI
    10.1109/HSI.2010.5514576
  • Filename
    5514576