内镜视频中息肉的自动检测:综述

Bilal Taha, N. Werghi, Jorge Dias
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引用次数: 27

摘要

早期发现息肉对预防结直肠癌起着至关重要的作用。人工临床检查有许多局限性,可能导致误诊或漏诊息肉。计算机辅助诊断系统已被用于帮助医学专家提供更准确的诊断。自引入以来,文献中已经提出了许多类型的算法,使用不同类型的特征和分类器。本文提供了一个国家的最先进的自动检测息肉使用内窥镜视频。鉴于医学成像技术和算法的不断发展,重要的是要有一个最近的审查,以了解当前的艺术状态,以及改进现有算法的机会,或开发创新的。本文根据特征的类型和所采用的分类方法对这一研究领域的工作进行了划分。特征分为形状特征、纹理特征或融合特征。讨论了在内窥镜视频中更准确地检测息肉的未来方向和挑战。
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Automatic polyp detection in endoscopy videos: A survey
Early detection of polyps play an essential role for the prevention of colorectal cancer. Manual clinical inspection have many limitations and could result to either false or missed polyps. Computer aided diagnosis system has been used to help the medical expert and to provide more accurate diagnosis. Since their introduction, many types of algorithms have been proposed in the literature using different types of features and classifiers. This paper provides a state-of-the-art for the automatic detection of polyps using endoscopic videos. Given the increasing evolution of medical imaging technologies and algorithms, it is important to have a recent review in order to know the current state of the art, and the opportunities for improving existing algorithms, or developing innovative ones. The paper divides the work done on this research area according to the type of features and classification methods implemented. The features have been divided into shape, texture or fusion features. Future directions and challenges for more accurate polyp detection in endoscopy videos are also discussed.
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