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A Detection Method of Ectocervical Cell Nuclei for Pap test Images, Based on Adaptive Thresholds and Local Derivatives

Cervical cancer is one of the main causes of death by disease worldwide. In Peru, it holds the first place in frequency and represents 8% of deaths caused by sickness. To detect the disease in the early stages, one of the most used screening tests is the cervix Papanicolaou test. Currently, digital images are increasingly being used to improve Pap test efficiency. This work develops an algorithm based on adaptive thresholds, which will be used in Pap smear assisted quality control software. The first stage of the method is a pre-processing step, in which noise and background removal is done. Next, a block is segmented for each one of the points selected as not background, and a local threshold per block is calculated to search for cell nuclei. If a nucleus is detected, an artifact rejection follows, where only cell nuclei and inflammatory cells are left for the doctors to interpret. The method was validated with a set of 55 images containing 2317 cells. The algorithm successfully recognized 92.3% of the total nuclei in all images collected. / Revisón por pares

Identiferoai:union.ndltd.org:PERUUPC/oai:repositorioacademico.upc.edu.pe:10757/624843
Date04 1900
CreatorsOscanoa1, Julio, Mena, Marcelo, Kemper, Guillermo
Contributorsjulioscanoa@gmail.com
PublisherScience and Engineering Research Support Society
Source SetsUniversidad Peruana de Ciencias Aplicadas (UPC)
LanguageEnglish
Detected LanguageEnglish
Typeinfo:eu-repo/semantics/article
Formatapplication/pdf
SourceUniversidad Peruana de Ciencias Aplicadas (UPC), Repositorio Academico - UPC
Rightsinfo:eu-repo/semantics/openAccess, Attribution-NonCommercial-ShareAlike 3.0 United States, http://creativecommons.org/licenses/by-nc-sa/3.0/us/
Relationhttps://www.scopus.com/record/display.uri?eid=2-s2.0-84925092385&origin=resultslist&sort=cp-t&src=s&st1=Detection+Method+of+Ectocervical+Cell+Nuclei+for+Pap+test+Images&st2=&sid=f9ff1c3fb2601e018a7a6b384da4d95b&sot=b&sdt=b&sl=79&s=TITLE-ABS-KEY%28Detection+Method+of+Ectocervical+Cell+Nuclei+for+Pap+test+Images%29&relpos=0&citeCnt=2&searchTerm=

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