Article(id=1317115209022558866, tenantId=1146029695717560320, journalId=1255847919539208197, issueId=1317115025307845060, articleNumber=null, orderNo=null, doi=10.13193/j.issn.1673-7717.2026.05.004, 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=1791954336647, onlineDateStr=2026-10-14, pubDate=1778342400000, pubDateStr=2026-05-10, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1791954336647, onlineIssueDateStr=2026-10-14, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1791954336647, creator=13701087609, updateTime=1791954336647, updator=13701087609, issue=Issue{id=1317115025307845060, tenantId=1146029695717560320, journalId=1255847919539208197, year='2026', volume='44', issue='5', pageStart='1', pageEnd='258', issueExtLink='null', onlineDate='null', pubDate='1778342400000', pubDateStr='2026-05-10', beforeIssueId=null, nextIssueId=null, price=null, status=1, issueComplete=1, articleOrder=1, issueType=-1, specialIssue=null, createTime=1791954292847, creator='13701087609', updateTime=1791958713604, updator='13701087609', preIssue=null, nextIssue=null, articleTotal=null, ext={EN=IssueExt(id=1317133567340171275, tenantId=1146029695717560320, journalId=1255847919539208197, issueId=1317115025307845060, language=EN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=), CN=IssueExt(id=1317133567340171276, tenantId=1146029695717560320, journalId=1255847919539208197, issueId=1317115025307845060, language=CN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=)}, issueFiles=null, downloadFileDto=null}, startPage=23, endPage=26, ext={EN=ArticleExt(id=1317115209345520275, articleId=1317115209022558866, tenantId=1146029695717560320, journalId=1255847919539208197, language=EN, title=Evaluation of“Quality Evaluation Through Morphological Identification”of Dianhuangjing (Polygonatum kingianum) Based on Deep Learning, columnId=1256183375241535778, journalTitle=Chinese Archives of Traditional Chinese Medicine, columnName=Digital Traditional Chinese Medicine, runingTitle=null, highlight=null, articleAbstract=
Objective

To explore new identification methods and technical means for evaluating the“quality evaluation through morphological identification”of Dianhuangjing (Polygonatum kingianum).

Methods

The appearance characteristics of fresh and dried samples were collected, and permanent sections were prepared. The Densenet-121 network model was trained to automatically identify Dianhuangjing (Polygonatum kingianum) slices. Microscopic features were observed and collected under a microscope, and the corresponding image sets were established to train the YOLOv7 model for automatically recognizing and counting the number of vascular bundles and needle crystals in Dianhuangjing (Polygonatum kingianum) microscopic slices.

Results

The Densenet-121 network model achieved an average recognition rate of 90.97% for Dianhuangjing (Polygonatum kingianum) slices. Compared to manual counting, the YOLOv7 model achieved an average accuracy of 98.14% for identifying vascular bundles in Dianhuangjing (Polygonatum kingianum) slices, and an average accuracy of 53.2% for identifying calcium oxalate needle crystals.

Conclusion

The Densenet-121 network model can achieve relatively high and stable automatic identification between Dianhuangjing (Polygonatum kingianum) and adulterants. The YOLOv7 model can effectively count the number of microvascular bundles and needle crystals in Dianhuangjing (Polygonatum kingianum) slices. Taking Dianhuangjing (Polygonatum kingianum) as an example, a new research approach and technical method for rapid and accurate AI identification of traditional Chinese medicinal materials was constructed.

, authors=Xiang XU, Yajing XU, Xiaolan LIU, Jie YU, Xuefang LI, Jingping LI, authorsList=Xiang XU, Yajing XU, Xiaolan LIU, Jie YU, Xuefang LI, Jingping LI, authorCompany=null, correspAuthors=Xuefang LI, Jingping LI, authorNote=null, correspAuthorsNote=null, copyrightStatement=null, 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=1317115209718813332, articleId=1317115209022558866, tenantId=1146029695717560320, journalId=1255847919539208197, language=CN, title=基于深度学习的滇黄精“辨状论质”研究, columnId=1256183387140776248, journalTitle=中华中医药学刊, columnName=数字中医中药, runingTitle=null, highlight=null, articleAbstract=
目的

探索滇黄精“辨状论质”评价研究新的鉴别方法与技术手段。

方法

采集各样品鲜品及干品的外观特征、制作永久切片,训练Densenet-121网络模型自动识别滇黄精切片;在显微镜下观察及采集显微特征,建立相应图片集,训练YOLOv7模型自动识别统计黄精显微切片中维管束与针晶数量。

结果

DenseNet-121网络模型对滇黄精切片平均识别率达到90.97%。与人工计数相比,YOLOv7模型对滇黄精切片维管束平均正确率达到98.14%,草酸钙针晶数量平均识别正确率为53.2%。

结论

Densenet-121网络模型可实现对滇黄精与混伪品的切片图像相对较高且稳定的自动鉴别;YOLOv7模型能有效统计滇黄精切片的显微维管束及针晶数量。研究以滇黄精为例,构建了一种中药材较快捷、准确的人工智能(Artificial intelligence,AI)鉴定新研究思路和技术手段。

, authors=徐翔, 徐雅静, 刘晓兰, 俞捷, 李学芳, 李静平, authorsList=徐翔, 徐雅静, 刘晓兰, 俞捷, 李学芳, 李静平, authorCompany=null, correspAuthors=李学芳, 李静平, authorNote=

徐翔(2001-),男,云南曲靖人,硕士在读,研究方向:临床中药学。

, correspAuthorsNote=
李静平(1979-),女(回族),云南昆明人,副教授,硕士研究生导师,博士,研究方向:临床中药学。E-mail:。
李学芳(1975-),女(彝族),云南丽江人,教授级高级工程师,硕士研究生导师,学士,研究方向:中药材鉴定、品质评价、资源研究及质量标准。E-mail:。
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基于深度学习的滇黄精“辨状论质”研究
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徐翔 , 徐雅静 , 刘晓兰 , 俞捷 , 李学芳 , 李静平
中华中医药学刊 | 数字中医中药 2026,44(5): 23-26
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中华中医药学刊 |数字中医中药 2026 , 44 (5) : 23 -26
基于深度学习的滇黄精“辨状论质”研究
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徐翔, 徐雅静, 刘晓兰, 俞捷, 李学芳 , 李静平
作者信息
  • 云南中医药大学中药学院,云南 昆明 650500
通讯作者:
李静平(1979-),女(回族),云南昆明人,副教授,硕士研究生导师,博士,研究方向:临床中药学。E-mail:。
李学芳(1975-),女(彝族),云南丽江人,教授级高级工程师,硕士研究生导师,学士,研究方向:中药材鉴定、品质评价、资源研究及质量标准。E-mail:。
作者简介:

徐翔(2001-),男,云南曲靖人,硕士在读,研究方向:临床中药学。

Evaluation of“Quality Evaluation Through Morphological Identification”of Dianhuangjing (Polygonatum kingianum) Based on Deep Learning
Xiang XU, Yajing XU, Xiaolan LIU, Jie YU, Xuefang LI , Jingping LI
Affiliations
  • School of Pharmaceutical Science, Yunnan University of Chinese Medicine, Kunming 650500, Yunnan, China
出版时间: 2026-05-10 doi: 10.13193/j.issn.1673-7717.2026.05.004
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目的

探索滇黄精“辨状论质”评价研究新的鉴别方法与技术手段。

方法

采集各样品鲜品及干品的外观特征、制作永久切片,训练Densenet-121网络模型自动识别滇黄精切片;在显微镜下观察及采集显微特征,建立相应图片集,训练YOLOv7模型自动识别统计黄精显微切片中维管束与针晶数量。

结果

DenseNet-121网络模型对滇黄精切片平均识别率达到90.97%。与人工计数相比,YOLOv7模型对滇黄精切片维管束平均正确率达到98.14%,草酸钙针晶数量平均识别正确率为53.2%。

结论

Densenet-121网络模型可实现对滇黄精与混伪品的切片图像相对较高且稳定的自动鉴别;YOLOv7模型能有效统计滇黄精切片的显微维管束及针晶数量。研究以滇黄精为例,构建了一种中药材较快捷、准确的人工智能(Artificial intelligence,AI)鉴定新研究思路和技术手段。

滇黄精  /  性状特征  /  Densenet-121  /  YOLOv7
Objective

To explore new identification methods and technical means for evaluating the“quality evaluation through morphological identification”of Dianhuangjing (Polygonatum kingianum).

Methods

The appearance characteristics of fresh and dried samples were collected, and permanent sections were prepared. The Densenet-121 network model was trained to automatically identify Dianhuangjing (Polygonatum kingianum) slices. Microscopic features were observed and collected under a microscope, and the corresponding image sets were established to train the YOLOv7 model for automatically recognizing and counting the number of vascular bundles and needle crystals in Dianhuangjing (Polygonatum kingianum) microscopic slices.

Results

The Densenet-121 network model achieved an average recognition rate of 90.97% for Dianhuangjing (Polygonatum kingianum) slices. Compared to manual counting, the YOLOv7 model achieved an average accuracy of 98.14% for identifying vascular bundles in Dianhuangjing (Polygonatum kingianum) slices, and an average accuracy of 53.2% for identifying calcium oxalate needle crystals.

Conclusion

The Densenet-121 network model can achieve relatively high and stable automatic identification between Dianhuangjing (Polygonatum kingianum) and adulterants. The YOLOv7 model can effectively count the number of microvascular bundles and needle crystals in Dianhuangjing (Polygonatum kingianum) slices. Taking Dianhuangjing (Polygonatum kingianum) as an example, a new research approach and technical method for rapid and accurate AI identification of traditional Chinese medicinal materials was constructed.

Dianhuangjing (Polygonatum kingianum)  /  characteristics of traits  /  Densenet-121  /  YOLOv7
徐翔, 徐雅静, 刘晓兰, 俞捷, 李学芳, 李静平. 基于深度学习的滇黄精“辨状论质”研究. 中华中医药学刊, 2026 , 44 (5) : 23 -26 . DOI: 10.13193/j.issn.1673-7717.2026.05.004
Xiang XU, Yajing XU, Xiaolan LIU, Jie YU, Xuefang LI, Jingping LI. Evaluation of“Quality Evaluation Through Morphological Identification”of Dianhuangjing (Polygonatum kingianum) Based on Deep Learning[J]. Chinese Archives of Traditional Chinese Medicine, 2026 , 44 (5) : 23 -26 . DOI: 10.13193/j.issn.1673-7717.2026.05.004
  • 国家自然科学基金项目(81960740)
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2026年第44卷第5期
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doi: 10.13193/j.issn.1673-7717.2026.05.004
  • 首发时间:2026-10-14
  • 出版时间:2026-05-10
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基金
国家自然科学基金项目(81960740)
作者信息
    云南中医药大学中药学院,云南 昆明 650500

通讯作者:

李静平(1979-),女(回族),云南昆明人,副教授,硕士研究生导师,博士,研究方向:临床中药学。E-mail:。
李学芳(1975-),女(彝族),云南丽江人,教授级高级工程师,硕士研究生导师,学士,研究方向:中药材鉴定、品质评价、资源研究及质量标准。E-mail:。
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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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