TCMP-300: A Comprehensive Traditional Chinese Medicinal Plant Dataset for Plant Recognition
文献类型：期刊论文
| 作者 | Zhang, Yanling1; Sun, Wanhui1; Yang, Chuanguang2; Huang, Libo2; An, Zhulin2; Feng, Weilun2,3; Tang, Wenjing2,3; Xu, Yongjun2 |
| 刊名 | SCIENTIFIC DATA
 |
| 出版日期 | 2025-07-09 |
| 卷号 | 12期号:1页码:12 |
| DOI | 10.1038/s41597-025-05522-7 |
| 英文摘要 | 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. |
| 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 |
| 语种 | 英语 |
| WOS记录号 | WOS:001525431700009 |
| 出版者 | NATURE PORTFOLIO |
| 源URL | [http://119.78.100.204/handle/2XEOYT63/42032]  |
| 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. |
入库方式： OAI收割
来源：计算技术研究所
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