Classification of Common Urinary Pathogens Based on Hyperspectral Microscope Imaging | |
Tao, Chenglong1,2; Du, Jian1![]() ![]() ![]() | |
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 |
DOI | 10.1109/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 GB/T 7714 | 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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