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MP-IDB: The Malaria Parasite Image Database for Image Processing and Analysis

机译:MP-IDB:用于图像处理和分析的疟疾寄生虫图像数据库

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摘要

The visual analysis of peripheral blood samples is an important test for blood illnesses diagnosis, like leukaemia or malaria. Malaria is an epidemic health disease and a rapid, accurate diagnosis is necessary for proper intervention. Generally, pathologists visually examine blood stained slides for malaria diagnosis. Nevertheless, this kind of visual inspection is subjective, error-prone and time-consuming. In order to overcome these issues, numerous methods of automatic malaria diagnosis have been proposed so far. Unfortunately, no public image dataset is available to test and compare such algorithms. The aim of this paper is to present the first public dataset of blood samples afflicted by malaria, specifically designed to evaluate and compare algorithms for segmentation and classification of malaria parasite species. Every image is provided with its related ground truth and parasite's classification of type and stage of life. Our purpose is to offer a new comparative test tool to the image processing and pattern matching communities, in order to encourage and improve computer-aided malaria parasites analysis.
机译:外围血样的视觉分析是诊断血液疾病(如白血病或疟疾)的重要测试。疟疾是一种流行性健康疾病,必须进行迅速,准确的诊断才能适当干预。通常,病理学家会目视检查血染玻片以进行疟疾诊断。然而,这种视觉检查是主观的,容易出错的并且耗时的。为了克服这些问题,迄今为止已经提出了许多自动疟疾诊断方法。不幸的是,没有公共图像数据集可用于测试和比较此类算法。本文的目的是介绍第一个由疟疾折磨的血液样本的公共数据集,该数据集专门用于评估和比较用于对疟原虫物种进行细分和分类的算法。每个图像都提供了相关的地面真相和寄生虫对生命类型和阶段的分类。我们的目的是为图像处理和模式匹配社区提供一种新的比较测试工具,以鼓励和改善计算机辅助疟疾寄生虫的分析。

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