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Semi-automatic prototype system for bacterial colony counting

机译:用于细菌殖民地计数的半自动原型系统

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Bacterial colony forming unit (CFU) counting is a tedious task mostly done by humans. Procedure is error prone, time-consuming and laborious. In this paper we present a semi-automatic prototype system for CFU counting. The developed prototype consist of a hardware (area scan camera with LED light source) and C#-based desktop application. The application enables manual, semi-automatic and automatic CFU counting. Automatic CFU counting is based on Hough transform for circles. Obtained results can be user-corrected for better accuracy. In the experimental analysis, the developed application is evaluated on the synthetic CFU images. The results include time and counting performance measurements compared with the manual count. The results show that semi-automatic counting procedure can save on average 45% of counting time compared to manual count with the same counting accuracy. The automatic CFU counting on average has precision of 97% and recall of 82%.
机译:细菌菌落形成单位(CFU)计数是一种繁琐的任务,主要由人类完成。程序易于出错,耗时和费力。在本文中,我们为CFU计数提出了一个半自动原型系统。开发的原型由硬件(带LED光源的区域扫描相机)和C#基于桌面应用程序组成。应用程序启用手动,半自动和自动CFU计数。自动CFU计数是基于Hough变换的圆圈。获得的结果可以是用户校正的,以便更好的准确性。在实验分析中,在合成CFU图像上评估了显影应用。结果包括与手动计数相比的时间和计数性能测量。结果表明,与具有相同计数精度的手动计数相比,半自动计数程序可以平均节省45%的计数时间。平均单位计算的自动CFU具有97%的精度,并召回82%。

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