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Method and system for automated detection of clustered microcalcifications from digital mammograms

机译:从数字乳腺X光照片中自动检测簇状微钙化的方法和系统

摘要

A method, a system for detecting, and displaying clustered micro-calcification in a digital mammogram wherein a single digital mammogram (100) is first automatically cropped (200) to a breast area sub-image which is then processed by means of an optimized difference of a Gaussian filter to enhance the appearance of potential micro-calcification in the sub-image. The potential micro-calcification is threshold, clusters are detected (300), features are computed for the detected clusters, and the clusters are classified (400) as either suspicious or not suspicious by means of a neural network. The locations in the original digital mammogram of the suspicious detected clustered micro-calcification are indicated. The results of the system are optimally combined with a radiologist's observation of the original mammogram by combining the observations with the results after the radiologist has first accepted or rejected individual detections reported by the system.
机译:一种用于在数字乳腺X线照片中检测和显示群集的微钙化的方法,系统,其中首先将单个数字乳腺X线照片(100)自动裁剪(200)为乳房区域子图像,然后通过优化差异进行处理高斯滤镜的效果,以增强子图像中潜在的微钙化的外观。潜在的微钙化是阈值,检测群集(300),为检测到的群集计算特征,并且借助于神经网络将群集分类(400)为可疑或不可疑。指出了在原始数字乳房X线照片中可疑检测到的簇状微钙化的位置。通过将观察结果与放射线医生第一次接受或拒绝系统报告的单个检测结果相结合,可以将系统的结果与放射线医生对原始乳房X线照片的观察结果进行最佳组合。

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