Article(id=1320388838606876813, tenantId=1146029695717560320, journalId=1319373289681944729, issueId=1320388809389355957, articleNumber=null, orderNo=null, doi=10.11876/mimt202501004, pmid=null, cstr=null, oa=null, hot=null, price=null, onlineType=0, articleFormat=0, articleType=null, articleTypeStr=null, receivedDate=null, receivedDateStr=null, revisedDate=null, revisedDateStr=null, acceptedDate=null, acceptedDateStr=null, onlineDate=1792734830762, onlineDateStr=2026-10-23, pubDate=1739116800000, pubDateStr=2025-02-10, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1792734830762, onlineIssueDateStr=2026-10-23, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1792734830762, creator=13701087609, updateTime=1792734830762, updator=13701087609, issue=Issue{id=1320388809389355957, tenantId=1146029695717560320, journalId=1319373289681944729, year='2025', volume='31', issue='1', pageStart='1', pageEnd='104', issueExtLink='null', onlineDate='null', pubDate='1739116800000', pubDateStr='2025-02-10', beforeIssueId=null, nextIssueId=null, price=null, status=1, issueComplete=1, articleOrder=1, issueType=-1, specialIssue=null, createTime=1792734823796, creator='13701087609', updateTime=1792746481175, updator='13701087609', preIssue=null, nextIssue=null, articleTotal=null, ext={EN=IssueExt(id=1320437704052027415, tenantId=1146029695717560320, journalId=1319373289681944729, issueId=1320388809389355957, language=EN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=), CN=IssueExt(id=1320437704056221720, tenantId=1146029695717560320, journalId=1319373289681944729, issueId=1320388809389355957, language=CN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=)}, issueFiles=null, downloadFileDto=null}, startPage=22, endPage=26, ext={EN=ArticleExt(id=1320388838816592014, articleId=1320388838606876813, tenantId=1146029695717560320, journalId=1319373289681944729, language=EN, title=Research on image recognition technology for automatic verification of glass thermometer, columnId=null, journalTitle=Modern Instruments & Medical Treatment, columnName=null, runingTitle=null, highlight=null, articleAbstract=
Objective

The legal metrological technical institutions need to carry out the inspection work of glass thermometer according to the metrological verification regulation ‘JJG111-2019 Glass thermometer’, and the workload is huge, so, it is urgent to study the automatic verification of glass thermometer.

Methods

According to the related researches of artificial intelligence in image recognition in recent years, the automatic recognition system of vitreous thermometer was constructed based on system design, image acquisition and algorithm, advantages and disadvantages of existing image recognition technology.

Results

The fast and accurate automatic reading of the glass thermometer is realized, and the model recognition accuracy was as high as 0.9640.

Conclusion

The automatic verification with image recognition solved many problems in the traditional manual verification of thermometers, and greatly improved the verification efficiency and accuracy.

, authors=Zhiyuan Wang1, Yuxuan Wang2, authorsList=Zhiyuan Wang, Yuxuan Wang, authorCompany=null, correspAuthors=null, authorNote=null, correspAuthorsNote=null, copyrightStatement=All copyrights in 2025 belong to the sponsor of the journal.Not content published by the journal may be reproduced or abridged without authorization., copyrightOwner=null, extLink=null, articleAbsUrl=null, sourceXml=null, magXml=null, pdfUrl=null, pdf=null, pdfFileSize=null, pdfExtLink=null, richHtmlUrl=null, mobilePdfUrl=null, reviewReport=null, pdfFirstPage=null, abstractGraph=null, abstractGraphContent=null, abstractVideo=null, citation=null, cebUrl=null, magXmlContent=null, mapNumber=null, fund=null), CN=ArticleExt(id=1320388839223439503, articleId=1320388838606876813, tenantId=1146029695717560320, journalId=1319373289681944729, language=CN, title=玻璃体温计自动检定图像识别技术研究, columnId=1320381056239387017, journalTitle=现代仪器与医疗, columnName=医学工程, runingTitle=null, highlight=null, articleAbstract=
目的

法定计量技术机构需要依据计量检定规程《JJG111-2019 玻璃体温计》进行玻璃体温计的强检工作,工作量巨大,因此,急需对玻璃体温计自动化检定进行相关研究。

方法

根据近年来人工智能在图像识别中相关研究,基于系统设计、图像采集及算法、现有图像识别技术优缺点构建玻璃体温计自动识别系统。

结果

实现玻璃体温计快速准确的自动读数,模型识别准确率高达0.9640。

结论

采用图像识别自动化检定,解决了体温计传统人工检定方式存在诸多问题,极大提高检定效率与精度。

, authors=王志远1, 王语瑄2, authorsList=王志远, 王语瑄, authorCompany=null, correspAuthors=null, authorNote=

王志远,男,本科,高级工程师,研究方向:计量检测自动化

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玻璃体温计自动检定图像识别技术研究
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王志远 1 , 王语瑄 2
现代仪器与医疗 | 医学工程 2025,31(1): 22-26
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现代仪器与医疗 |医学工程 2025 , 31 (1) : 22 -26
玻璃体温计自动检定图像识别技术研究
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王志远1, 王语瑄2
作者信息
  • 1.郑州市产品质量检验检测中心,郑州 450000
  • 2.澳门科技大学,澳门 999078
作者简介:

王志远,男,本科,高级工程师,研究方向:计量检测自动化

Research on image recognition technology for automatic verification of glass thermometer
Zhiyuan Wang1, Yuxuan Wang2
Affiliations
  • 1.Zhengzhou Product Quality Inspecting and Testing Center, Zhengzhou 450000, China
  • 2.Macau University of Science and Technology, Macau 999078, China
出版时间: 2025-02-10 doi: 10.11876/mimt202501004
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目的

法定计量技术机构需要依据计量检定规程《JJG111-2019 玻璃体温计》进行玻璃体温计的强检工作,工作量巨大,因此,急需对玻璃体温计自动化检定进行相关研究。

方法

根据近年来人工智能在图像识别中相关研究,基于系统设计、图像采集及算法、现有图像识别技术优缺点构建玻璃体温计自动识别系统。

结果

实现玻璃体温计快速准确的自动读数,模型识别准确率高达0.9640。

结论

采用图像识别自动化检定,解决了体温计传统人工检定方式存在诸多问题,极大提高检定效率与精度。

玻璃体温计  /  自动检定  /  图像识别  /  算法优化  /  系统设计  /  图像特征提取
Objective

The legal metrological technical institutions need to carry out the inspection work of glass thermometer according to the metrological verification regulation ‘JJG111-2019 Glass thermometer’, and the workload is huge, so, it is urgent to study the automatic verification of glass thermometer.

Methods

According to the related researches of artificial intelligence in image recognition in recent years, the automatic recognition system of vitreous thermometer was constructed based on system design, image acquisition and algorithm, advantages and disadvantages of existing image recognition technology.

Results

The fast and accurate automatic reading of the glass thermometer is realized, and the model recognition accuracy was as high as 0.9640.

Conclusion

The automatic verification with image recognition solved many problems in the traditional manual verification of thermometers, and greatly improved the verification efficiency and accuracy.

Glass thermometer  /  Automatic verification  /  Image recognition  /  Algorithm optimization  /  System design  /  Feature extraction
王志远, 王语瑄. 玻璃体温计自动检定图像识别技术研究. 现代仪器与医疗, 2025 , 31 (1) : 22 -26 . DOI: 10.11876/mimt202501004
Zhiyuan Wang, Yuxuan Wang. Research on image recognition technology for automatic verification of glass thermometer[J]. Modern Instruments & Medical Treatment, 2025 , 31 (1) : 22 -26 . DOI: 10.11876/mimt202501004
  • 河南省市场监督管理局科技计划项目(HNSCJGK2024110)
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2025年第31卷第1期
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doi: 10.11876/mimt202501004
  • 首发时间:2026-10-23
  • 出版时间:2025-02-10
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河南省市场监督管理局科技计划项目(HNSCJGK2024110)
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    1.郑州市产品质量检验检测中心,郑州 450000
    2.澳门科技大学,澳门 999078
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2种不同金属材料的力学参数
科
Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
total species (%)
属
Genus
种数
Number of
species
占总种数比例
Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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