TCMP-300: A Comprehensive Traditional Chinese Medicinal Plant Dataset for Plant Recognition

doi:10.1038/s41597-025-05522-7

	TCMP-300: A Comprehensive Traditional Chinese Medicinal Plant Dataset for Plant Recognition
	Zhang, Yanling 1; Sun, Wanhui 1; Yang, Chuanguang 2; Huang, Libo 2; An, Zhulin 2; Feng, Weilun 2,3; Tang, Wenjing 2,3; Xu, Yongjun 2
	2025-07-09
发表期刊	SCIENTIFIC DATA
卷号	12 期号:1 页码:12
摘要	Traditional Chinese Medicinal Plants (TCMPs) are often used to prevent and treat diseases for the human body. Since various medicinal plants have different therapeutic effects, plant recognition has become an important topic. Traditional identification of medicinal plants mainly relies on human experts, which does not meet the increased requirements in clinical practice. Artificial Intelligence (AI) research for plant recognition faces challenges due to the lack of a comprehensive medicinal plant dataset. Therefore, we present a TCMP dataset that includes 52,089 images in 300 categories. Compared to the existing medicinal plant datasets, our dataset has more categories and fine-grained plant parts to facilitate comprehensive plant recognition. The plant images were collected through the Bing search engine and cleaned by a pretrained vision foundation model with human verification. We conduct technical validation by training several state-of-the-art image classification models with advanced data augmentation on the dataset, and achieve 89.64% accuracy. Our dataset promotes the development and validation of advanced AI models for robust and accurate plant recognition.
DOI	10.1038/s41597-025-05522-7
收录类别	SCI
语种	英语
资助项目	National Natural Science Foundation of China[62476264] ; National Natural Science Foundation of China[62406312] ; Postdoctoral Fellowship Program and China Postdoctoral Science Foundation[BX20240385] ; Beijing Natural Science Foundation[4244098] ; Science Foundation of the Chinese Academy of Sciences
WOS研究方向	Science & Technology - Other Topics
WOS类目	Multidisciplinary Sciences
WOS记录号	WOS:001525431700009
出版者	NATURE PORTFOLIO
引用统计
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/42033
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Yang, Chuanguang; Huang, Libo; An, Zhulin
作者单位	1.Xinyang Agr & Forestry Univ, Sch Pharm, Xinyang 464000, Peoples R China 2.Chinese Acad Sci, Inst Comp Technol, Beijing 100190, Peoples R China 3.Univ Chinese Acad Sci, Beijing 100190, Peoples R China
推荐引用方式 GB/T 7714	Zhang, Yanling,Sun, Wanhui,Yang, Chuanguang,et al. TCMP-300: A Comprehensive Traditional Chinese Medicinal Plant Dataset for Plant Recognition[J]. SCIENTIFIC DATA,2025,12(1):12.
APA	Zhang, Yanling.,Sun, Wanhui.,Yang, Chuanguang.,Huang, Libo.,An, Zhulin.,...&Xu, Yongjun.(2025).TCMP-300: A Comprehensive Traditional Chinese Medicinal Plant Dataset for Plant Recognition.SCIENTIFIC DATA,12(1),12.
MLA	Zhang, Yanling,et al."TCMP-300: A Comprehensive Traditional Chinese Medicinal Plant Dataset for Plant Recognition".SCIENTIFIC DATA 12.1(2025):12.