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Toward fast malaria detection by secondary speckle sensing microscopy

机译:通过二级斑点传感显微镜快速检测疟疾

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Diagnosis of malaria must be rapid, accurate, simple to use, portable and low cost, as suggested by the World Health Organization (WHO). Despite recent efforts, the gold standard remains the light microscopy of a stained blood film. This method can detect low parasitemia and identify different species of Plasmodium. However, it is time consuming, it requires well trained microscopist and good instrumentation to minimize misinterpretation, thus the costs are considerable. Moreover, the equipment cannot be easily transported and installed. In this paper we propose a new technique named “secondary speckle sensing microscopy” (S3M) based upon extraction of correlation based statistics of speckle patterns generated while illuminating red blood cells with a laser and inspecting them under a microscope. Then, using fuzzy logic ruling and principle component analysis, good quality of separation between healthy and infected red blood cells was demonstrated in preliminary experiments. The proposed technique can be used for automated high rate detection of malaria infected red blood cells.
机译:根据世界卫生组织(WHO)的建议,疟疾的诊断必须快速,准确,易于使用,携带方便且成本低廉。尽管有最近的努力,金标准仍然是血膜染色的光学显微镜。这种方法可以检测低寄生虫病并鉴定出不同种类的疟原虫。但是,这很耗时,需要训练有素的显微镜专家和良好的仪器来最大程度地减少误解,因此成本很高。而且,设备不容易运输和安装。在本文中,我们提出了一种新技术,称为“二次斑点感测显微镜”(S3M),该技术基于提取基于相关性的斑点图案统计数据,该斑点图像是在用激光照射红细胞并在显微镜下检查它们时产生的。然后,使用模糊逻辑规则和主成分分析,在初步实验中证明了健康和感染红细胞之间良好的分离质量。所提出的技术可以用于疟疾感染的红细胞的自动化高速率检测。

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