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Automated Heart Enlargement Detection Using Chest X-Ray Image Analysis

机译:使用胸部X射线图像分析的自动心脏扩大检测

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Heart disease is the number 1 killer in developed countries, and is also a leading cause of death in some developing countries. There are many kinds of heart diseases, and the common sign among these diseases is heart enlargement. Although heart diseases are the major causes of heart enlargement, other diseases can also cause it. Physicians try to distinguish heart enlargement via chest x-ray imaging. This paper presents an automated system for heart enlargement detection based on Digital Image Analysis. The system uses direct algorithm based on the method which physicians use for heart enlargement detection. The comparison performed over 38 chest x-ray images between the previous manual method and the new method suggested in this paper showed the new method is reliable and trust-able in both aspects of shape detection and size computation. Trough a confusion matrix, the accuracy of the system is also considered which is equivalent to 97.37%.
机译:心脏病是发达国家的头号杀手,也是一些发展中国家的主要死因。心脏疾病有多种,其中常见的症状是心脏肿大。尽管心脏病是造成心脏肿大的主要原因,但其他疾病也可以引起心脏病。医生试图通过胸部X射线成像来区分心脏扩大。本文提出了一种基于数字图像分析的自动心脏扩大检测系统。该系统基于医生用于心脏扩大检测的方法使用直接算法。通过对以前的手动方法和本文提出的新方法对38张胸部X射线图像进行的比较表明,该新方法在形状检测和尺寸计算两个方面都是可靠且可信赖的。通过混淆矩阵,还可以考虑系统的精度,该精度等于97.37%。

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