• DocumentCode
    3273904
  • Title

    Stain unmixing in brightfield multiplexed immunohistochemistry

  • Author

    Wemmert, Cedric ; Kruger, Juliane M. ; Forestier, Germain ; Sternberger, Ludovic ; Feuerhake, Friedrich ; Gancarski, Pierre

  • Author_Institution
    ICube, Univ. of Strasbourg, Strasbourg, France
  • fYear
    2013
  • fDate
    15-18 Sept. 2013
  • Firstpage
    1125
  • Lastpage
    1129
  • Abstract
    Automated image analysis of multiplexed brightfield immunohistochemistry assays is a challenging objective. One central task of the analysis is the robust identification of the different stains in the image, called stain unmixing. Stain unmixing strongly depends on the method of image acquisition. Currently available multispectral cameras enable color unmixing of single fields of view (FoV), selected by matter experts (e.g. pathologists). Beyond the individual FoV approach, there is an increasing need to process larger regions or whole histopathological sections (whole slide imaging; WSI). Rapid color deconvolution in WSI is a challenge that is only partially solved. We propose a method based on a multilayer perceptron to compute dye-specific stain layers for chromogenic red and brown labeling in WSI.
  • Keywords
    biological tissues; image colour analysis; medical image processing; multilayer perceptrons; proteins; automated image analysis; brightfield multiplexed immunohistochemistry; chromogenic brown labeling; chromogenic red labeling; color unmixing; dye-specific stain layers; fields of view; histopathological sections; image acquisition method; matter experts; multilayer perceptron; multispectral cameras; pathologists; rapid color deconvolution; robust stain identification; stain unmixing; whole slide imaging; Deconvolution; Histograms; Image color analysis; Immune system; Multilayer perceptrons; Neurons; Proteins; biomedical imaging; color deconvolution; immunohistochemistry; multilayer perceptron;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing (ICIP), 2013 20th IEEE International Conference on
  • Conference_Location
    Melbourne, VIC
  • Type

    conf

  • DOI
    10.1109/ICIP.2013.6738232
  • Filename
    6738232