Contextual analysis and intermediate cell markers enhance high-resolution cell image analysis for automated cervical smear diagnosis.
Contextual analysis and intermediate cell markers enhance high-resolution cell image analysis for automated cervical smear diagnosis.
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上下文分析和中间细胞标记增强了自动化宫颈涂片诊断的高分辨率细胞图像分析。
DOI:
10.1002/cyto.990120103
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发表时间:
1991
期刊:
影响因子:
--
通讯作者:
Hutchinson,ML
中科院分区:
文献类型:
--
作者:
Zahniser,DJ;Wong,KL;Brenner,JF;Ball,HG;Garcia,GL;Hutchinson,ML
Until now, efforts to automate cervical smear diagnosis have focused on analyzing features of individual cells. In a complex specimen such as that obtained from a cervical scrape, diagnostically significant cells may not be adequately represented or may elude detection by the automated technology. An approach is needed that extracts additional quantitative information from cervical smears beyond what the cell‐by‐cell approach can provide.A new methodology, contextual analysis, was developed to extract global quantitative information about cells, cell clusters, and background debris. This pilot study was designed to compare the efficacy of contextual analysis with high‐resolution, single cell analysis and the analysis of intermediate cell markers. Thirty‐four samples prepared as mono‐layers and stained with the Feulgen‐Thionin/Congo Red stain were measured. Contextual analysis alone was able to classify 91% of the smears correctly; single cell analysis classified 94% of the cells correctly; and the intermediate cell analysis correctly identified the smear diagnosis for 84% of the cells. When all three analysis methods were combined into a simple smear level classifier, the overall smear classification accuracy was improved over those obtained using the three methodologies alone.
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影响因子:
1.8
作者:
Bibbo,M;Bartels,PH;Sychra,JJ;Wied,GL
通讯作者:
Wied,GL
DOI:
--
发表时间:
1989
期刊:
Analytical and quantitative cytology and histology
影响因子:
--
作者:
Bibbo,M;Montag,AG;Lerma-Puertas,E;Dytch,HE;Leelakusolvong,S;Bartels,PH
通讯作者:
Bartels,PH
DOI:
10.1002/cyto.990080102
发表时间:
1987
期刊:
Cytometry
影响因子:
--
作者:
M. Katzko;M. Pahlplatz;P. Oud;G. Vooijs
通讯作者:
G. Vooijs
DOI:
10.1002/cyto.990010305
发表时间:
1980
期刊:
Cytometry
影响因子:
--
作者:
Zahniser Dj;P. Oud;Raaijmakers Mc;G. P. Vooys;R. Walle
通讯作者:
R. Walle
DOI:
10.1002/cyto.990080215
发表时间:
1987
期刊:
Cytometry
影响因子:
--
作者:
G. L. Garcia;W. Kuklinski;D. Zahniser;P. Oud;P. Vooys;J. F. Brenner
通讯作者:
J. F. Brenner