Suppr超能文献

一种用于在通气/灌注扫描中检测肺栓塞的自动化方法。

An automated method for the detection of pulmonary embolism in V/Q-scans.

作者信息

Frigyesi Attila

机构信息

Center for Mathematical Sciences, Mathematical Statistics, Lund University, Box 118, SE-221 00 Lund, Sweden.

出版信息

Med Image Anal. 2003 Sep;7(3):341-9. doi: 10.1016/s1361-8415(03)00030-6.

Abstract

In this paper, a fully automatic method for the diagnosis of pulmonary embolism (PE) from V/Q-scans is presented. Image analysis is applied to the ventilation and the perfusion images obtained in the V/Q-scan. The difference of the ventilation and the perfusion is calculated after transformation and hot-spot reduction of the images. From this difference image the integral of the underperfused areas are used as features. With the aid of these features a simple test for PE is devised. The method is evaluated on two sets of patients. One set comprises 102 patients who have undergone both V/Q-scanning and angiography. The performance given as the area under the Receiver Operating Characteristic (ROC) curve is 0.85. Another set is made up by the 507 consecutive patients examined with V/Q-scanning at Lund University Hospital in Sweden. In this case, the reference was the consensus opinion of two radiologists, the ROC-area is 0.67. A fully automatic and reasonably robust expert system is developed to aid the radiologist in the interpretation of V/Q-scans for PE.

摘要

本文提出了一种从通气/灌注扫描(V/Q扫描)中全自动诊断肺栓塞(PE)的方法。图像分析应用于V/Q扫描中获得的通气和灌注图像。在对图像进行变换和热点减少后,计算通气和灌注的差异。从该差异图像中,将灌注不足区域的积分用作特征。借助这些特征设计了一种简单的PE检测方法。该方法在两组患者身上进行了评估。一组包括102名同时接受了V/Q扫描和血管造影的患者。以受试者操作特征(ROC)曲线下面积表示的性能为0.85。另一组由瑞典隆德大学医院连续接受V/Q扫描检查的507名患者组成。在这种情况下,参考标准是两名放射科医生的一致意见,ROC面积为0.67。开发了一个全自动且相当稳健的专家系统,以协助放射科医生解读用于诊断PE的V/Q扫描。

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验