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Multispectral Enhancement Method to Increase the Visual Differences of Tissue Structures in Stained Histopathology Images

In this paper we proposed a multispectral enhancement scheme in which the spectral colors of the stained tissue-structure of interest and its background can be independently modified by the user to further improve their visualization and color discrimination. The colors of the background objects are...

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Detalles Bibliográficos
Autores principales: Bautista, Pinky A., Yagi, Yukako
Formato: Online Artículo Texto
Lenguaje:English
Publicado: IOS Press 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4605764/
https://www.ncbi.nlm.nih.gov/pubmed/22935779
http://dx.doi.org/10.3233/ACP-2012-0069
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author Bautista, Pinky A.
Yagi, Yukako
author_facet Bautista, Pinky A.
Yagi, Yukako
author_sort Bautista, Pinky A.
collection PubMed
description In this paper we proposed a multispectral enhancement scheme in which the spectral colors of the stained tissue-structure of interest and its background can be independently modified by the user to further improve their visualization and color discrimination. The colors of the background objects are modified by transforming their N-band spectra through an NxN transformation matrix, which is derived by mapping the representative samples of their original spectra to the spectra of their target colors using least mean square method. On the other hand, the color of the tissue structure of interest is modified by modulating the transformed spectra with the sum of the pixel’s spectral residual-errors at specific bands weighted through an NxN weighting matrix; the spectral error is derived by taking the difference between the pixel’s original spectrum and its reconstructed spectrum using the first M dominant principal component vectors in principal component analysis. Promising results were obtained on the visualization of the collagen fiber and the non-collagen tissue structures, e.g., nuclei, cytoplasm and red blood cells (RBC), in a hematoxylin and eosin (H&E) stained image.
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spelling pubmed-46057642015-12-13 Multispectral Enhancement Method to Increase the Visual Differences of Tissue Structures in Stained Histopathology Images Bautista, Pinky A. Yagi, Yukako Anal Cell Pathol (Amst) Other In this paper we proposed a multispectral enhancement scheme in which the spectral colors of the stained tissue-structure of interest and its background can be independently modified by the user to further improve their visualization and color discrimination. The colors of the background objects are modified by transforming their N-band spectra through an NxN transformation matrix, which is derived by mapping the representative samples of their original spectra to the spectra of their target colors using least mean square method. On the other hand, the color of the tissue structure of interest is modified by modulating the transformed spectra with the sum of the pixel’s spectral residual-errors at specific bands weighted through an NxN weighting matrix; the spectral error is derived by taking the difference between the pixel’s original spectrum and its reconstructed spectrum using the first M dominant principal component vectors in principal component analysis. Promising results were obtained on the visualization of the collagen fiber and the non-collagen tissue structures, e.g., nuclei, cytoplasm and red blood cells (RBC), in a hematoxylin and eosin (H&E) stained image. IOS Press 2012 2012-08-30 /pmc/articles/PMC4605764/ /pubmed/22935779 http://dx.doi.org/10.3233/ACP-2012-0069 Text en Copyright © 2012 Hindawi Publishing Corporation and the authors.
spellingShingle Other
Bautista, Pinky A.
Yagi, Yukako
Multispectral Enhancement Method to Increase the Visual Differences of Tissue Structures in Stained Histopathology Images
title Multispectral Enhancement Method to Increase the Visual Differences of Tissue Structures in Stained Histopathology Images
title_full Multispectral Enhancement Method to Increase the Visual Differences of Tissue Structures in Stained Histopathology Images
title_fullStr Multispectral Enhancement Method to Increase the Visual Differences of Tissue Structures in Stained Histopathology Images
title_full_unstemmed Multispectral Enhancement Method to Increase the Visual Differences of Tissue Structures in Stained Histopathology Images
title_short Multispectral Enhancement Method to Increase the Visual Differences of Tissue Structures in Stained Histopathology Images
title_sort multispectral enhancement method to increase the visual differences of tissue structures in stained histopathology images
topic Other
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4605764/
https://www.ncbi.nlm.nih.gov/pubmed/22935779
http://dx.doi.org/10.3233/ACP-2012-0069
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