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Automated diagnosis of human intestinal parasites using optical microscopy images

机译:使用光学显微镜图像自动诊断人类肠道寄生虫

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Intestinal parasitosis constitutes a serious health problem in most tropical countries. The diagnosis of enteroparasites in laboratory routine relies on the examination of stool samples using optical microscopy and the error rates usually range from moderate to high. Approaches based on automatic image analysis have been proposed, but the methods are usually specific for some species, some of them are computationally expensive, and image acquisition and focus are manual. We present a solution to automate the diagnosis of the 15 most common species of enteroparasites in Brazil, using a sensitive parasitological technique, a motorized microscope with digital camera for automatic image acquisition and focus, and fast image analysis methods. The results indicate that our solution is effective and suitable for laboratory routine, in which the exam must be concluded in a few minutes.
机译:在大多数热带国家,肠道寄生虫病构成了严重的健康问题。在实验室常规中,肠寄生虫的诊断依赖于使用光学显微镜检查粪便样本,错误率通常在中度到高度之间。已经提出了基于自动图像分析的方法,但是这些方法通常是特定于某些物种的,其中一些在计算上是昂贵的,并且图像获取和聚焦是手动的。我们提供了一种解决方案,可以使用敏感的寄生虫学技术,带有数码相机的自动显微镜和自动图像自动对焦技术以及快速的图像分析方法来自动诊断巴西15种最常见的肠道寄生虫。结果表明,我们的解决方案有效且适合实验室常规,在这种常规实验室中,必须在几分钟内结束考试。

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