深度学习在植物叶部病害检测与识别的研究进展

邵明月, 张建华, 冯全, 柴秀娟, 张凝, 张文蓉

Research Progress of Deep Learning in Detection and Recognition of Plant Leaf Diseases

SHAO Mingyue, ZHANG Jianhua, FENG Quan, CHAI Xiujuan, ZHANG Ning, ZHANG Wenrong

表 1 公开的植物病害图像数据集及网址

Table 1 Publicly available plant disease image data sets and websites

区域 数据集名称 数据集网址 国外 PlantVillage https：//plantvillage.psu.edu/ CVPR 2020-FGVG7 https：//www.kaggle.com/c/plant-pathology-2020-fgvc7/data Cucumber Plant Diseases Dataset https：//www.kaggle.com/kareem3egm/cucumber-plant-diseases-dataset New Plant Disease Dataset https：//www.kaggle.com/vipoooool/new-plant-diseases-dataset PlantDoc https：//github.com/pratikkayal/PlantDoc-Dataset Rice Diseases Image Dataset https：//www.kaggle.com/minhhuy2810/rice-diseases-image-dataset PlantPathology Apple Dataset https：//www.kaggle.com/lextoumbourou/plantvillageapplecolor New Plant Diseases Dataset （Augmented） https：//www.kaggle.com/noulam/tomato PlantifyDr Dataset https：//www.kaggle.com/lavaman151/plantifydr-dataset Plant disease recognition dataset https：//www.kaggle.com/rashikrahmanpritom/plant-disease-recognition-dataset Corn Leaf Diseases（NLB） https：//www.kaggle.com/rabbityashow/corn-leaf-diseasesnlb 国内 PDD271 https：//drive.google.com/file/d/1QMR1bUfEuMbZz-Mb3u2IXdbMgz7oj2Pe/view 农业病虫害研究图库（IDADP） http：//www.icgroupcas.cn/website_bchtk/index.html PDDB https：//www.digipathos-rep.cnptia.embrapa.br/jspui/ 水稻叶病数据集（Rice Leaf Diseases Data Set） https：//archive.ics.uci.edu/ml/datasets/Rice+Leaf+Diseases