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一种用于在胃肠道内定位无线胶囊内窥镜的基于视频的速度估计技术。

A video-based speed estimation technique for localizing the wireless capsule endoscope inside gastrointestinal tract.

作者信息

Bao Guanqun, Mi Liang, Geng Yishuang, Zhou Mingda, Pahlavan Kaveh

出版信息

Annu Int Conf IEEE Eng Med Biol Soc. 2014;2014:5615-8. doi: 10.1109/EMBC.2014.6944900.

Abstract

Wireless Capsule Endoscopy (WCE) is progressively emerging as one of the most popular non-invasive imaging tools for gastrointestinal (GI) tract inspection. As a critical component of capsule endoscopic examination, physicians need to know the precise position of the endoscopic capsule in order to identify the position of intestinal disease. For the WCE, the position of the capsule is defined as the linear distance it is away from certain fixed anatomical landmarks. In order to measure the distance the capsule has traveled, a precise knowledge of how fast the capsule moves is urgently needed. In this paper, we present a novel computer vision based speed estimation technique that is able to extract the speed of the endoscopic capsule by analyzing the displacements between consecutive frames. The proposed approach is validated using a virtual testbed as well as the real endoscopic images. Results show that the proposed method is able to precisely estimate the speed of the endoscopic capsule with 93% accuracy on average, which enhances the localization accuracy of the WCE to less than 2.49 cm.

摘要

无线胶囊内镜(WCE)正逐渐成为用于胃肠道(GI)检查的最受欢迎的非侵入性成像工具之一。作为胶囊内镜检查的关键组成部分,医生需要知道内镜胶囊的精确位置,以便确定肠道疾病的位置。对于WCE,胶囊的位置定义为其与某些固定解剖标志的线性距离。为了测量胶囊行进的距离,迫切需要精确了解胶囊移动的速度。在本文中,我们提出了一种基于计算机视觉的新型速度估计技术,该技术能够通过分析连续帧之间的位移来提取内镜胶囊的速度。所提出的方法通过虚拟测试平台以及真实内镜图像进行了验证。结果表明,所提出的方法能够平均以93%的准确率精确估计内镜胶囊的速度,这将WCE的定位精度提高到小于2.49厘米。

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