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A multi-scale approach to the computer-aided detection of microcalcification clusters in digital mammograms

机译:一种多尺度的计算机辅助检测方法   数字乳房X线照片中的微钙化簇

摘要

A computer-aided detection (CADe) system for the identification ofmicrocalcification clusters in digital mammograms has been developed. It ismainly based on the application of wavelet transforms for image filtering andneural networks for both the feature extraction and the classificationprocedures. This CADe system is easily adaptable to different databases. We report andcompare the FROC curves obtained on the private database we used for developingthe CADe system and on the publicly available MIAS database. The resultsachieved on the two databases show the same trend, thus demonstrating the goodgeneralization capability of the system.
机译:已经开发了一种计算机辅助检测(CADe)系统,用于识别数字乳房X线照片中的微钙化簇。它主要基于小波变换在图像滤波和神经网络中的特征提取和分类过程的应用。该CADe系统易于适应不同的数据库。我们报告和比较从用于开发CADe系统的私有数据库和在公共可用的MIAS数据库上获得的FROC曲线。在两个数据库上获得的结果显示出相同的趋势,从而证明了系统的良好通用化能力。

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