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A Review of Machine-Vision-Based Analysis of Wireless Capsule Endoscopy Video

机译:基于机器视觉的无线胶囊内窥镜视频分析综述

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摘要

Wireless capsule endoscopy (WCE) enables a physician to diagnose a patient's digestive system without surgical procedures. However, it takes 1-2 hours for a gastroenterologist to examine the video. To speed up the review process, a number of analysis techniques based on machine vision have been proposed by computer science researchers. In order to train a machine to understand the semantics of an image, the image contents need to be translated into numerical form first. The numerical form of the image is known as image abstraction. The process of selecting relevant image features is often determined by the modality of medical images and the nature of the diagnoses. For example, there are radiographic projection-based images (e.g., X-rays and PET scans), tomography-based images (e.g., MRT and CT scans), and photography-based images (e.g., endoscopy, dermatology, and microscopic histology). Each modality imposes unique image-dependent restrictions for automatic and medically meaningful image abstraction processes. In this paper, we review the current development of machine-vision-based analysis of WCE video, focusing on the research that identifies specific gastrointestinal (GI) pathology and methods of shot boundary detection.
机译:无线胶囊内窥镜检查(WCE)使医生无需手术即可诊断患者的消化系统。但是,肠胃科医生需要花费1-2个小时来检查视频。为了加快审查过程,计算机科学研究人员提出了许多基于机器视觉的分析技术。为了训练机器以理解图像的语义,首先需要将图像内容转换为数字形式。图像的数字形式称为图像抽象。选择相关图像特征的过程通常取决于医学图像的形式和诊断的性质。例如,存在基于放射线投影的图像(例如X射线和PET扫描),基于断层扫描的图像(例如MRT和CT扫描)和基于摄影的图像(例如内窥镜检查,皮肤病学和显微组织学) 。每种形式都对自动和医学上有意义的图像抽象过程施加了与图像有关的独特限制。在本文中,我们回顾了基于机器视觉的WCE视频分析的最新发展,重点是确定特定胃肠道(GI)病理学和镜头边界检测方法的研究。

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