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LBP based detection of intestinal motility in WCE images

机译:基于LBP的WCE图像中的肠道动机检测

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In this research study, a system to support medical analysis of intestinal contractions by processing WCE images is presented. Small intestine contractions are among the motility patterns which reveal many gastrointestinal disorders, such as functional dyspepsia, paralytic ileus, irritable bowel syndrome, bacterial overgrowth. The images have been obtained using the Wireless Capsule Endoscopy (WCE) technique, a patented, video color-imaging disposable capsule. Manual annotation of contractions is an elaborating task, since the recording device of the capsule stores about 50,000 images and contractions might represent only the 1% of the whole video. In this paper we propose the use of Local Binary Pattern (LBP) combined with the powerful textons statistics to find the frames of the video related to contractions. We achieve a sensitivity of about 80% and a specificity of about 99%. The achieved high detection accuracy of the proposed system has provided thus an indication that such intelligent schemes could be used as a supplementary diagnostic tool in endoscopy.
机译:在该研究中,提出了一种通过处理WCE图像来支持肠收缩医学分析的系统。小肠收缩是揭示许多胃肠疾病的运动模式之一,例如功能性消化不良,麻痹性肝脏,肠易激综合征,细菌过度生长。已经使用无线胶囊内窥镜(WCE)技术,专利的视频颜色成像一次性胶囊获得了图像。手动注释收缩是一个详细的任务,因为胶囊存储约50,000个图像和收缩的记录装置可能代表整个视频的1%。在本文中,我们提出了使用本地二进制模式(LBP)与强大的Textons统计数据一起使用,以查找与收缩相关的视频帧。我们达到约80%的敏感性,特异性约为99%。因此,所提出的系统的高检测精度提供了一种指示,这种智能方案可以用作内窥镜检查中的补充诊断工具。

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