Few-Shot Grape Leaf Diseases Classification Based on Generative Adversarial Network

doi:10.1088/1742-6596/1883/1/012093

	Few-Shot Grape Leaf Diseases Classification Based on Generative Adversarial Network
	Zeng,Mingzhao 1,2; Gao,Huiyi 1; Wan,Li 1
刊名	Journal of Physics: Conference Series
	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
出版者	IOP Publishing
WOS记录号	IOP:1742-6588-1883-1-012093
内容类型	期刊论文
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).