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
Link To Document