MagnetOFuse: A Hybrid Tracking Algorithm for Wireless Capsule Endoscopy Within the GI Track

胶囊内镜 磁道(磁盘驱动器) 计算机视觉 胶囊 人工智能 计算机科学 跟踪(教育) 无线 职位(财务) 算法 医学 电信 放射科 教育学 植物 生物 心理学 操作系统 经济 财务
作者
Seyed Shahim Vedaei,Khan A. Wahid
出处
期刊:IEEE Transactions on Instrumentation and Measurement [Institute of Electrical and Electronics Engineers]
卷期号:71: 1-11 被引量:3
标识
DOI:10.1109/tim.2022.3204103
摘要

Wireless Capsule Endoscopy (WCE) is a well-established diagnostic tool for visualizing the Gastrointestinal (GI) tract. Early diagnosis helps doctors to act beforehand and treat the disease on its earlier stages. Images taken by WCE do not provide location information. However, this data is useful for selecting proper treatment. In this paper, we have introduced a hybrid method called MagnetOFuse to localize the capsule inside the human GI track. The capsule is equipped with four side wall cameras and a magnet. Magnetic localization acquires the capsule's global position using 9 three-axis Hall effect sensors. However, magnetic localization alone cannot distinguish between the capsule's motion and the GI tract's motion. To overcome this issue and increase the tracking accuracy, low-resolution mono-chromatic cameras are installed along the capsule's side, which are responsible for measuring the capsule's movement, not the involuntary motion of the GI system. A complete setup is designed to test the capsule and to perform the experiments. The results show that the proposed hybrid method has an average position error of only 3.5 mm and can compensate for the GI tract's relative movements. Furthermore, environment parameters such as magnetic interference and the nonhomogeneous structure of the GI tract have little influence on our system compared to the available magnetic localization methods.

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