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首页> 外文期刊>Future generation computer systems >Vision-based personalized Wireless Capsule Endoscopy for smart healthcare: Taxonomy, literature review, opportunities and challenges
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Vision-based personalized Wireless Capsule Endoscopy for smart healthcare: Taxonomy, literature review, opportunities and challenges

机译:基于视觉的个性化无线胶囊内窥镜检查智能医疗保健:分类,文学评论,机会和挑战

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摘要

Wireless Capsule Endoscopy (WCE) is a patient-friendly approach for digestive tract monitoring to support medical experts towards identifying any anomaly inside human's Gastrointestinal (Gl) tract. The automatic recognition of such type of abnormalities is essential for early diagnosis and time saving. To this end, several computer aided diagnosis (CAD) methods have been proposed in the literature for automatic abnormal region segmentation, summarization, classification, and personalization in WCE videos. In this work, we provide a detailed review of computer vision-based methods for WCE videos analysis. Firstly, all the major domains of WCE video analytics with their generic flow are identified. Secondly, we comprehensively review WCE video analysis methods and surveys with their pros and cons presented to date. In addition, this paper reviews several representative public datasets used for the performance assessment of WCE techniques and methods. Finally, the most important aspect of this survey is the identification of several research trends and open issues in different domains of WCE, with an emphasis placed on future research directions towards smarter healthcare and personalization.
机译:无线胶囊内窥镜检查(WCE)是一种耐心友好的消化道监测方法,以支持医学专家识别人类胃肠道(GL)道内的任何异常。自动识别这种类型的异常是必不可少的早期诊断和节省时间。为此,在WCE视频中的自动异常区域分割,摘要,分类和个性化的文献中提出了几种计算机辅助诊断(CAD)方法。在这项工作中,我们对WCE视频分析的计算机视觉的方法提供了详细的回顾。首先,识别出具有泛型流的WCE视频分析的所有主要领域。其次,我们全面审查WCE视频分析方法和调查与他们的优缺点提交给日期。此外,本文审查了几个代表性的公共数据集,用于性能评估WCE技术和方法。最后,本调查中最重要的方面是识别WCE的不同领域的几个研究趋势和开放问题,重点是未来的研究方向令人置捉渐变得更智能的医疗保健和个性化。

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