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A review on automated diagnosis of malaria parasite in microscopic blood smears images

机译:显微血液涂片图像中疟原虫自动诊断的综述

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摘要

Malaria is a life-threatening disease caused by parasite of genus plasmodium, which is transmitted through the bite of infected Anopheles. A rapid and accurate diagnosis of malaria is demanded for proper treatment on time. Mostly, conventional microscopy is followed for diagnosis of malaria in developing countries, where pathologist visually inspects the stained slide under light microscope. However, conventional microscopy has occasionally proved inefficient since it is time consuming and results are difficult to reproduce. Alternate techniques for malaria diagnosis based on computer vision were proposed by several researchers. The aim of this paper is to review, analyze, categorize and address the recent developments in the area of computer aided diagnosis of malaria parasite. Research efforts in quantification of malaria infection include normalization of images, segmentation followed by features extraction and classification, which were reviewed in detail in this paper. At the end of review, the existent challenges as well as possible research perspectives were discussed.
机译:疟疾是由疟原虫属寄生虫引起的致命性疾病,疟原虫通过被感染的按蚊叮咬传播。需要快速准确地诊断出疟疾,以便按时进行适当治疗。通常,在发展中国家,通常由常规显微镜检查来诊断疟疾,病理学家在光学显微镜下目视检查染色的载玻片。但是,传统的显微镜有时会被证明效率低下,因为这很耗时并且难以再现结果。几位研究人员提出了基于计算机视觉的疟疾诊断替代技术。本文的目的是回顾,分析,归类和解决疟疾寄生虫计算机辅助诊断领域的最新发展。量化疟疾感染的研究工作包括图像标准化,分割,特征提取和分类,本文对此进行了详细综述。在审查结束时,讨论了存在的挑战以及可能的研究前景。

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