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Automating the process of antibiotic susceptibility testing

机译:自动化抗生素敏感性测试过程

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摘要

The proposed project presents a methodology to detect how susceptible or resistant certain bacteria are to an applied antibiotic. This detection is achieved by calculating the area of Zone of Inhibition (ZOI) regions present in the petri dish and comparing the results to the prescribed standards. The ZOI regions are empty areas formed around an antibiotic disc when placed on a petri dish containing a sample of the bacterial culture. Digital image processing techniques are employed to automate the process of ZOI detection. Experimental results show that the proposed project is successful in detecting ZOI regions of various shapes, such as perfectly circular, irregular, and overlapping. The experimental results also show that the accuracy of detection is typically over 95%, and it remains above 90%, even when the image is degraded by additive Gaussian noise.
机译:拟议的项目提出了一种检测某些细菌对应用抗生素的敏感性或耐药性的方法。通过计算培养皿中存在的抑制区(ZOI)区域的面积并将结果与​​指定的标准进行比较,可以实现这种检测。 ZOI区是放置在含有细菌培养物样品的培养皿上时在抗生素盘周围形成的空区域。采用数字图像处理技术来使ZOI检测过程自动化。实验结果表明,该项目成功地检测了各种形状的ZOI区域,例如完美的圆形,不规则形状和重叠形状。实验结果还表明,即使当图像因加性高斯噪声而退化时,检测精度也通常超过95%,并且仍保持在90%以上。

著录项

  • 作者

    Naik, Meghana.;

  • 作者单位

    California State University, Long Beach.;

  • 授予单位 California State University, Long Beach.;
  • 学科 Electrical engineering.;Medical imaging.
  • 学位 M.S.
  • 年度 2017
  • 页码 49 p.
  • 总页数 49
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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