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METHODS FOR MICROCALIFICATION DETECTION OF BREAST CANCER ON DIGITAL TOMOSYNTHESIS MAMMOGRAMS

机译:数字断层扫描乳腺微标本检测方法

摘要

A computer-aided detection system to detect clustered microcalcifications in digital breast tomosynthesis (DBT) is disclosed. The system performs detection in a 2D slice and a reconstructed 3D volume. The system may include an initial prescreening of potential microcalcifications by using one or more 3D calcification response function (CRF) values modulated by an enhancement method to identify high response locations in the DBT volume as potential signals. Microcalcifications may be enhanced using a Multi-Channel Enhancement method. Locations detected using these methods can be identified and the potential microcalcifications may be extracted. The system may include object segmentation that uses 3D region growing guided by the enhancement-modulated CRF values, gray level voxel values relative to a local background level, or the original DBT voxel values. False positives may be reduced by descriptors of characteristics of microcalcifications. Detected locations of clusters and a cluster significance rating of each cluster may be output.
机译:公开了一种计算机辅助检测系统,用于检测数字乳腺断层合成(DBT)中聚集的微钙化。该系统在2D切片和重建的3D体积中执行检测。该系统可以包括通过使用由增强方法调制的一个或多个3D钙化响应函数(CRF)值来对潜在的微钙化进行初始预筛选,以将DBT体积中的高响应位置识别为潜在信号。可以使用多通道增强方法增强微钙化。可以识别使用这些方法检测到的位置,并可以提取潜在的微钙化。该系统可以包括对象分割,该对象分割使用由增强调制的CRF值,相对于局部背景水平的灰度体素值或原始DBT体素值指导的3D区域生长。假阳性可以通过微钙化特征的描述符来减少。可以输出检测到的簇的位置以及每个簇的簇显着性等级。

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