Few-Shot Grape Leaf Diseases Classification Based on Generative Adversarial Network
文献类型：期刊论文
| 作者 | Zeng,Mingzhao1,2; Gao,Huiyi1 ; Wan,Li1
|
| 刊名 | Journal of Physics: Conference Series
 |
| 出版日期 | 2021-04-01 |
| 卷号 | 1883 |
| ISSN号 | 1742-6588 |
| DOI | 10.1088/1742-6596/1883/1/012093 |
| 英文摘要 | Abstract The treatment and prevention of crop diseases have an extremely important impact on the yield and quality of crops. In recent years, with the development of computer vision and deep learning technology, research on crop disease recognition based on leaf images has received extensive attention. In the field of grape disease recognition, the lack of large-scale diseased leaf labeling data sets limits the accuracy of recognition, and obtaining professional grape disease data sets requires a lot of manpower and material resources. Aiming at the problem of the lack of grape leaf data set, this research proposes a data generation model based on the cycle Generative Adversarial Network model which introduced an leaf foreground module (LFM) block. Experiments show that the model can generate high-quality grape leaf disease images, which can improve the accuracy of grape disease recognition task in a Few-Shot Grape Leaf Diseases Classification task. |
| 语种 | 英语 |
| WOS记录号 | IOP:1742-6588-1883-1-012093 |
| 出版者 | IOP Publishing |
| 源URL | [http://ir.hfcas.ac.cn:8080/handle/334002/121875]  |
| 专题 | 中国科学院合肥物质科学研究院 |
| 作者单位 | 1.Institute of Intelligent Machines, Hefei Institutes of Physical Science, CAS, Hefei 230031, China 2.University of Science and Technology of China, Hefei 230026, China |
| 推荐引用方式 GB/T 7714 | Zeng,Mingzhao,Gao,Huiyi,Wan,Li. Few-Shot Grape Leaf Diseases Classification Based on Generative Adversarial Network[J]. Journal of Physics: Conference Series,2021,1883. |
| APA | Zeng,Mingzhao,Gao,Huiyi,&Wan,Li.(2021).Few-Shot Grape Leaf Diseases Classification Based on Generative Adversarial Network.Journal of Physics: Conference Series,1883. |
| MLA | Zeng,Mingzhao,et al."Few-Shot Grape Leaf Diseases Classification Based on Generative Adversarial Network".Journal of Physics: Conference Series 1883(2021). |
入库方式： OAI收割
来源：合肥物质科学研究院
浏览0
下载0
收藏0
其他版本
除非特别说明，本系统中所有内容都受版权保护，并保留所有权利。