首页> 外文会议>2011 1st Middle East Conference on Biomedical Engineering >A novel method for identification of COPD in inspiratory and expiratory states of CT images
【24h】

A novel method for identification of COPD in inspiratory and expiratory states of CT images

机译:一种识别CT图像吸气和呼气状态中COPD的新方法

获取原文
获取外文期刊封面目录资料

摘要

Chronic obstructive pulmonary disease (COPD) refers to a group of lung diseases that block airflow and cause a huge degree of human suffering. While there is no cure for COPD and the lung damage that results in this disease cannot be reversed, it is very important to diagnose it as early as possible. Additional to diagnosis, using a mathematical model to estimate severity of disease would be helpful for evaluation of treatment effects. This paper presents a new method for identifying COPD from three-dimensional (3-D) pulmonary X-ray CT images. The method has five main steps. First, corresponding positions of lungs in inspiration and expiration are found based on anatomical structures. Then, lung regions are segmented from the CT images by active contours. Next, the left and right lungs are separated using a sequence of morphological operations. Then, parenchyma variations in each lung are found as a relationship between inspiratory and expiratory states. Finally, a classifier is used to decide about the disease and its severity. A t-test is done to evaluate the results. Twelve patients with variable severity of COPD and twelve normal adults were included in this study. The proposed method may assist radiologists in the detection of COPD as a computer aided diagnosis (CAD) system.
机译:慢性阻塞性肺疾病(COPD)是指一组阻塞气流并导致巨大程度的人类痛苦的肺部疾病。尽管无法治愈COPD,并且导致这种疾病的肺损伤无法逆转,但尽早诊断非常重要。除诊断外,使用数学模型估算疾病的严重程度将有助于评估治疗效果。本文提出了一种从三维(3-D)肺部X射线CT图像中识别COPD的新方法。该方法有五个主要步骤。首先,根据解剖结构找到肺在吸气和呼气中的对应位置。然后,根据活动轮廓从CT图像中分割出肺区域。接下来,使用一系列形态学操作将左右肺分开。然后,发现每个肺的实质变化是吸气状态与呼气状态之间的关系。最后,使用分类器来确定疾病及其严重程度。进行t检验以评估结果。这项研究包括12名COPD严重程度不同的患者和12名正常成年人。所提出的方法可以帮助放射科医师检测COPD作为计算机辅助诊断(CAD)系统。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号