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Comparison of Methods for Classification of Breast Ductal Branching Patterns

机译:乳房导管分支模式分类方法的比较

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Topological properties of the breast ductal network have shown the potential for classifying clinical breast images with and without radiological findings. In this paper, we review three methods for the description and classification of breast ductal topology. The methods are based on ramification matrices and symbolic representation via string encoding signatures. The performance of these methods has been compared using clinical x-ray and MR images of breast ductal networks. We observed the accuracy of the classification between the ductal trees segmented from the x-ray galactograms with radiological findings and normal cases in the range of 0.86-0.91%. The accuracy of the classification of the ductal trees segmented from the MR autogalactograms was observed in the range of 0.5-0.89%.
机译:乳房导管网络的拓扑性质表明了在没有放射学发现的情况下对临床乳房图像进行分类的可能性。在本文中,我们审查了三种方法,用于描述和分类乳房导管拓扑。该方法基于横向矩阵和通过串编码签名的符号表示。使用临床X射线和乳房导管网络的MR图像进行了这些方法的性能。我们观察了从X射线半乳表之间分割的导管树之间的分类的准确性,并且在放射发现和正常情况下的0.86-0.91%。观察到从先生自动图术中分段的导管树木分类的准确性在0.5-0.89%的范围内。

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