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Classification of Common Urinary Pathogens Based on Hyperspectral Microscope Imaging
Tao, Chenglong1,2; Du, Jian1; Wang, Quan1,3; Hu, Bingliang1,3; Zhang, Zhoufeng1,3
2021
会议名称2nd IEEE International Conference on Information Technology, Big Data and Artificial Intelligence, ICIBA 2021
会议录名称Proceedings of 2021 IEEE 2nd International Conference on Information Technology, Big Data and Artificial Intelligence, ICIBA 2021
页码850-853
会议日期2021-12-17
会议地点Chongqing, China
出版者Institute of Electrical and Electronics Engineers Inc.
产权排序1
摘要

All the time, common pathogens in urine have been threatening human health even lives. Though Chromogenic plates is able to detect urinary bacteria, another technique and material need to be introduced for coloration. However, this kind of technique and material is not always specific. Therefore, how to rapidly detect and classify these bacteria is a tricky challenge waiting to be overcome. For solving this problem, we use hyperspectral imaging (HSI) and random forest (RF) to classify four strains of common pathogens in the urinary, which include E.faeca, K.pneum, S.aureu, and S.pneum. HSI is able to obtain spatial and hyperspectral information of the object. RF boosts classifying accuracy by combining many decision trees. Utilizing HSI and RF, we find that these bacteria can be separated well at the cellular level. © 2021 IEEE.

关键词Hyperspectral Microscope Imaging Random Forest Bacteria Classification Urinary Pathogens
作者部门光谱成像技术研究室
DOI10.1109/ICIBA52610.2021.9687907
收录类别EI
ISBN号9781665428767
语种英语
EI入藏号20221311844089
引用统计
文献类型会议论文
条目标识符http://ir.opt.ac.cn/handle/181661/95802
专题光谱成像技术研究室
通讯作者Zhang, Zhoufeng
作者单位1.Xi'an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi'an; 710119, China;
2.University of Chinese Academy of Sciences, Beijing; 100049, China;
3.Key Laboratory of Biomedical Spectroscopy of Xi'an, Xi'an; 710119, China
推荐引用方式
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Tao, Chenglong,Du, Jian,Wang, Quan,et al. Classification of Common Urinary Pathogens Based on Hyperspectral Microscope Imaging[C]:Institute of Electrical and Electronics Engineers Inc.,2021:850-853.
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