Metamyelocyte Nucleus Classification Using a Set of Morphologic Templates

Jorge Martínez-Carballido, Carolina Rosas-Huerta, J. Ramírez-Cortés
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引用次数: 7

Abstract

Laboratory tests and clinical analysis is a must to confirm or reject some medical diagnosis. Common analytical fields of knowledge are: Hematology, Clinical biochemistry, Urology, Microbiology among others. This work is for the clinical field of Hematology where detection of immature leukocytes on peripheral blood sample is part of a clinical test of relevance for detection of certain types of cancer. Hematologists distinguish metamyelocytes by their characteristic kidney shape of its nucleus. A novel approach for metamyelocyte classification uses a set of morphological templates. By transforming a pixel based contour to a contour region, morphological templates, the classification becomes a matter of sequence searching on a symbolic string. Using a ten image set for testing, the results are 100% correct. This is very promising, but further extensive set of images could lead to adding and/or modifying morphological templates.
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利用一组形态学模板对变髓细胞核进行分类
实验室检查和临床分析是确认或拒绝某些医学诊断的必要条件。常见的分析知识领域有:血液学、临床生物化学、泌尿学、微生物学等。这项工作是为血液学的临床领域,其中检测外周血样本上的未成熟白细胞是检测某些类型癌症相关的临床测试的一部分。血液学家通过其核的肾状特征来区分化髓细胞。一种新的方法为偏髓细胞分类使用一组形态学模板。通过将基于像素的轮廓转换为轮廓区域、形态模板,分类就变成了在符号字符串上进行序列搜索的问题。使用10个图像集进行测试,结果是100%正确的。这是非常有前途的,但进一步广泛的图像集可能导致添加和/或修改形态学模板。
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