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

机译:基于视频的速度估计技术,用于在胃肠道内定位无线胶囊内窥镜

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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.
机译:无线胶囊内窥镜检查(WCE)逐渐成为胃肠道(GI)检查中最受欢迎的非侵入性成像工具之一。作为胶囊内窥镜检查的重要组成部分,医生需要知道内窥镜胶囊的精确位置,以便确定肠道疾病的位置。对于WCE,将胶囊的位置定义为距某些固定的解剖学界标的直线距离。为了测量胶囊已经行进的距离,迫切需要关于胶囊移动速度有多快的精确知识。在本文中,我们提出了一种新颖的基于计算机视觉的速度估计技术,该技术能够通过分析连续帧之间的位移来提取内窥镜胶囊的速度。使用虚拟测试台以及真实的内窥镜图像对所提出的方法进行了验证。结果表明,所提出的方法能够准确地平均估计内窥镜胶囊的速度,其准确度平均为93%,从而将WCE的定位准确度提高到了2.49 cm以下。

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