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
关键词
D O I
暂无
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.
引用
收藏
页码:169 / 174
页数:6
相关论文
共 50 条
  • [21] Use of Automation in Image Quality Analysis in PET
    Moretti, T.
    Leon, S.
    Schaeffer, C.
    Arreola, M.
    MEDICAL PHYSICS, 2022, 49 (06) : E162 - E162
  • [22] Computational anatomy and computational physiology for medical image analysis
    Ayache, N
    COMPUTER VISION FOR BIOMEDICAL IMAGE APPLICATIONS, PROCEEDINGS, 2005, 3765 : 1 - 2
  • [23] Toward Total Automation of Microfluidics for Extraterrestial In Situ Analysis
    Mora, Maria F.
    Greer, Frank
    Stockton, Amanda M.
    Bryant, Sherrisse
    Willis, Peter A.
    ANALYTICAL CHEMISTRY, 2011, 83 (22) : 8636 - 8641
  • [24] Toward an Automation of Functional Analysis Interpretation: A Proof of Concept
    Cox, Alison
    Friedel, Jonathan E.
    BEHAVIOR MODIFICATION, 2022, 46 (01) : 147 - 177
  • [25] Leukemia Diagnosis using Image Processing and Computational Intelligence
    Parvaresh, Hamed
    Sajedi, Hedieh
    Rahimi, Seyed Amirhosein
    2018 IEEE 22ND INTERNATIONAL CONFERENCE ON INTELLIGENT ENGINEERING SYSTEMS (INES 2018), 2018, : 305 - 310
  • [26] Computational Analysis of Performance for Heterogeneous Integrated System with Test Automation
    K.Krishna Mohan
    A.Srividya
    Ravikumar Gedela
    International Journal of Automation & Computing , 2007, (04) : 353 - 358
  • [27] A computational image analysis glossary for biologists
    Roeder, Adrienne H. K.
    Cunha, Alexandre
    Burl, Michael C.
    Meyerowitz, Elliot M.
    DEVELOPMENT, 2012, 139 (17): : 3071 - 3080
  • [28] Computational Analysis of Performance for Heterogeneous Integrated System with Test Automation
    Mohan, K. Krishna
    Srividya, A.
    Gedela, Ravikumar
    INTERNATIONAL JOURNAL OF AUTOMATION AND COMPUTING, 2007, 4 (04) : 353 - 358
  • [29] Computational Medical Image Analysis: A Preface
    Sen, Anando
    COMPUTATION, 2024, 12 (06)
  • [30] Computational considerations in digital image fusion via wavelets
    Carr, JR
    COMPUTERS & GEOSCIENCES, 2005, 31 (04) : 527 - 530