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Automatic image hanging protocol for chest radiographs in PACS

机译:PACS中胸部X光片的自动图像悬挂协议

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摘要

Chest radiography is one of the most widely used techniques in diagnostic imaging. It comprises at least one-third of all diagnostic radiographic procedures in hospitals. However, in the picture archive and communication system, images are often stored with the projection and orientation unknown or mislabeled, which causes inefficiency for radiologists' interpretation. To address this problem, an automatic hanging protocol for chest radiographs is presented. The method targets the most effective region in a chest radiograph, and extracts a set of size-, rotation-, and translation-invariant features from it. Then, a well-trained classifier is used to recognize the projection. The orientation of the radiograph is later identified by locating the neck, heart, and abdomen positions in the radiographs. Initial experiments are performed on the radiographs collected from daily routine chest exams in hospitals and show promising results. Using the presented protocol, 98.2% of all cases could be hung correctly on projection view (without protocol, 62%), and 96.1% had correct orientation (without protocol, 75%). A workflow study on the protocol also demonstrates a significant improvement in efficiency for image display.
机译:胸部放射线照相是诊断成像中使用最广泛的技术之一。它至少占医院所有放射学诊断程序的三分之一。然而,在图片档案和通信系统中,图像经常以未知的或贴错标签的投影和方向存储,这导致放射科医生的解释效率低下。为了解决这个问题,提出了一种用于胸片的自动悬挂方案。该方法针对胸部X光片中最有效的区域,并从中提取出一组尺寸不变,旋转不变和平移不变的特征。然后,使用训练有素的分类器来识别投影。射线照相的方向随后通过在射线照相中定位颈部,心脏和腹部的位置来确定。最初的实验是在医院日常例行胸部检查中收集的射线照片上进行的,显示出可喜的结果。使用提出的方案,所有病例中有98.2%可以正确悬挂在投影视图上(无方案,占62%),有96.1%的方向正确(无方案,占75%)。对协议进行的工作流研究还表明,图像显示效率显着提高。

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