Toward Automation of the Diagnosis of Enteroparasitosis via Computational Image Analysis

被引:0
|
作者
Gomes, J. F. [1 ,2 ]
Suzuki, C. T. N. [2 ]
Papa, J. P. [2 ]
Hoshino-Shimizu, S. [3 ]
Falcao, A. X. [2 ]
机构
[1] Univ Estadual Campinas, Inst Biol, Campinas, SP, Brazil
[2] Univ Estadual Campinas, Inst Comp, Campinas, SP, Brazil
[3] Univ Sao Paulo, Fac Pharmaceut Sci, Sao Paulo, SP, Brazil
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中图分类号
R51 [传染病];
学科分类号
100401 ;
摘要
Human intestinal parasites constitute a serious public health problem in most tropical countries. In this work, we present methods and preliminary results toward the fully automation of the human enteroparasitosis diagnosis. This system consists of a sensitive parasitological technique, called TF-Test (R); a peristaltic pump; a digital camera coupled with the microscope; and a computer for image analysis. The images were manually acquired and a database was prepared with 1,126 images with samples from 16 most commonly found species of parasites in Brazil. The automatic image analysis has shown sensitivity 95.3%, specificity 96.4%, and efficiency 96.2%, with kappa coefficient 0.88 (almost perfect concordance). These results indicate the viability of the automatic diagnosis of enteroparasitosis through computational image analysis.
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页码:169 / 174
页数:6
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