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Detection of Microcalcifications in Digital Mammograms Based on Dual-Threshold

机译:基于双阈值的数字乳房图中的微钙体检测

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Breast cancer is one of the main leading causes to women mortality in the world especially in the western countries. Since the causes are still unknown, breast cancer cannot be prevented completely even till now. Microcalcification clusters are primary indicators of malignant types of breast cancer, the detection is important to prevent and treat the disease. The microcalcifications appear in the small clusters of a few pixels with relatively high intensity and closed contours compared with their neighboring pixels. However, it is a challenge to detect all the microcalcifications since they appear as spots which are slightly brighter than their backgrounds. This paper presents an approach for detecting microcalcifications in digital mammograms employing a dual-threshold method. These microcalcifications can be located by our new method which is developed from LoG edge detection method. Two thresholds are proposed in our method based on two additional criterions. Experimental results show that the proposed method can locate the microcalcifications exactly in mammogram as well as restrain the contours produced by the noises.
机译:乳腺癌是尤其是西方国家的世界死亡率的主要原因之一。由于原因仍然未知,即使直到现在,也不能完全防止乳腺癌。微钙化簇是恶性类型的乳腺癌的主要指标,检测对于预防和治疗疾病是重要的。与其相邻像素相比,微钙化在具有相对高强度和闭合轮廓的几个像素的小簇中。然而,检测所有微钙是一个挑战,因为它们看起来像略亮的斑点比其背景略亮。本文介绍了采用双阈值方法的数字乳房X线照片中的微钙化的方法。这些微透析可以通过我们的新方法,从日志边缘检测方法开发。基于两个附加标准,我们的方法提出了两个阈值。实验结果表明,该方法可以在乳房X光检查中精确定位微钙化,以及抑制噪声产生的轮廓。

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