形态学分析用于乳腺钙化的特征提取和分类

F. Elpidio, L. Brasil, J. Lamas, C. Miosso, L. A. Lemos
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引用次数: 2

摘要

乳房区域的钙化(钙质堆积)经常在乳房筛查检查中发现。据估计,90%的导管内不可触及的乳腺癌可以通过形态学上的钙化检测到。这项工作通过提取一组有助于医疗保健提供者对这些钙化进行自动分类的特征,对与乳房钙化相关的感兴趣区域进行形态学分析。为了考虑表征几何特征的形态学信息,结果正在模拟钙化的受控测试中得到验证。这允许人们指定一个对象特征,从而近似于真实钙化的测试条件。
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Morphological analysis for feature extraction and classification of breast calcifications
Calcifications (calcium build-ups) in breast regions are frequently found in breast screening examinations. It is estimated that 90% of nonpalpable intraductal breast cancers are detectable morphologically by the presence of calcifications. This work performs a morphological analysis of regions of interest related to breast calcifications by extraction of a set of features that help the health care provider in the automatic classification of these calcifications. The results are being validated in a controlled test that simulates calcifications in order to consider morphological information that characterizes the geometrical characteristics. This allows one to assign an object signature and hence to approximate the test conditions to real calcifications.
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