Leukocytes Detection, Classification and Counting in Smears of Peripheral Blood.
Using the k-NN classifier in combination with the first Minkowski metric, in addition to techniques of digital image processing, we developed a computational system platform-independent, which is able to identify, to classify and to count five normal types of leukocytes: neutrophils, eosinophils, ba...
| Publicado en: | Revista Mexicana de Ingeniería Biomédica Vol. 35; no. 1; pp. 41 - 52 |
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| Autores principales: | , , |
| Formato: | Artículo |
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Sociedad Mexicana de Ingenieria Biomedica, A.C.
abr2014
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| Materias: | |
| Acceso en línea: | Ver este registro en EBSCOhost |
| fields | @attributes: recordID: 1 pdfLink: plink: https://search.ebscohost.com/login.aspx?direct=true&db=lth&AN=110277706&site=ehost-live header: @attributes: shortDbName: lth uiTerm: 110277706 longDbName: MedicLatina uiTag: AN controlInfo: bkinfo: jinfo: jid: 01889532 7L3 jtl: Revista Mexicana de Ingeniería Biomédica issn: 01889532 maglogo: N pubinfo: dt: abr2014 vid: 35 iid: 1 pid: 20850 pub: Sociedad Mexicana de Ingenieria Biomedica, A.C. artinfo: ui: 110277706 ppf: 41 ppct: 11 formats: fmt: @attributes: type: P size: 2.1MB tig: atl: Leukocytes Detection, Classification and Counting in Smears of Peripheral Blood. aug: au: Martínez-Castro, J. Reyes-Cadena, S. Felipe-Riverón, E. affil: Centro de Investigación en Computación. Instituto Politécnico Nacional Instituto Nacional de Rehabilitación su: Leukocytes Digital image processing Neutrophils Hematology Chronobiology sug: subj: Leukocytes Digital image processing Neutrophils Hematology Chronobiology keyword: Automatic classifier of leukocytes k-NN Minkowski metric Pattern recognition Clasificador automático de leucocitos Métrica de Minkowski Procesamiento digital de imágenes Reconocimiento de patrones ab: Using the k-NN classifier in combination with the first Minkowski metric, in addition to techniques of digital image processing, we developed a computational system platform-independent, which is able to identify, to classify and to count five normal types of leukocytes: neutrophils, eosinophils, basophils, monocytes and lymphocytes. It is important to emphasize that this work does not attempt to differentiate between smears of leukocytes coming from healthy and sick people; this is because most diseases produce a change in the differential count of leukocytes rather than in theirs forms. In the other side, the system could be used in emerging areas such as the topographic hematology and the chronobiology. Mediante un clasificador k-NN en combinación con la primera métrica de Minkowski y técnicas de procesamiento digital de imágenes, se desarrolló un sistema computacional independiente de la plataforma, capaz de identificar, clasificar y contar cinco formas normales de leucocitos: neutrófilos, eosinófilos, basófilos, monocitos y linfocitos. Es importante enfatizar que este trabajo no intenta diferenciar entre muestras de leucocitos provenientes de gente sana y enferma, debido a que la mayoría de las enfermedades se detectan principalmente por un cambio en el conteo diferencial de leucocitos más que por cambios en su forma. Finalmente, el contador de leucocitos puede ser usado en 'áreas emergentes como la hematología topográfica y la cronobiología. pubtype: Academic Journal doctype: Article src: R language: English refInfo: copyright: @attributes: flag: Y custom: Copyright of Revista Mexicana de Ingeniería Biomédica is the property of Sociedad Mexicana de Ingenieria Biomedica, A.C. and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. item: Revista Mexicana de Ingeniería Biomédica holder: Sociedad Mexicana de Ingenieria Biomedica, A.C. dt: @attributes: year: 2014 holdings: @attributes: islocal: N |
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