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Table 4 Common datasets for plant diseases and pests detection

From: Plant diseases and pests detection based on deep learning: a review

Species Collection environment Link
PlantVillage-Dataset: 50,000 images of classified plant diseases of 14 crop varieties and 26 diseases [84] Detached leaves on a plain background https://github.com/spMohanty/PlantVillage-Dataset
Rice Leaf Diseases Data Set: three classes of diseases: Bacterial leaf blight, Brown spot, and Leaf smut, each having 40 images [85, 86] Captured with a white background in direct sunlight https://archive.ics.uci.edu/ml/datasets/Rice+Leaf+Diseases
Image Database for Plant Disease Symptoms (PDDB): 2326 images of 171 diseases and other disorders affecting 21 plant species [87] Field https://www.digipathos-rep.cnptia.embrapa.br
New Plant Diseases Dataset (Augmented): 87 K rgb images of healthy and diseased crop leaves which is categorized into 38 different classes Detached leaves on a plain background https://www.kaggle.com/vipoooool/new-plant-diseases-dataset/
38 disease classes from PlantVillage dataset and 1 background class from Stanford’s open dataset of background images—DAGS [88] Network https://github.com/MarkoArsenovic/DeepLearning_PlantDiseases
18,222 images annotated with 105,705 northern leaf blight (NLB) lesions [89] Field https://osf.io/p67rz/
40 classes of insects from rice, maize, soybean, sugarcane and cotton crops Field http://www.nbair.res.in/insectpests/pestsearch.php
17,624 high quality JPG image data of rice, wheat and maize of 200 GB Field http://www.icgroupcas.cn/website_bchtk/index.html
PlantDoc dataset: 2598 data points in total across 13 plant species and up to 17 classes of diseases [63] Field https://github.com/pratikkayal/PlantDoc-Object-Detection-Dataset
https://github.com/pratikkayal/PlantDoc-Dataset
Northern Leaf Blight (NLB) dataset for Maize Field https://bisque.cyverse.org/client_service/browser?resource=/data_service/dataset
3651 images of apple leaf disease [90] Field https://www.kaggle.com/c/plantpathology-2020-fgvc7
IP102: Insect Pest Recognition Database: 75,000 images belonging to 102 categories [91] Field https://github.com/xpwu95/IP102
A database of eight common tomato pest images [92] Network https://data.mendeley.com/datasets/s62zm6djd2/1