The PlantVillage dataset contains 54,304 images. The images span 14 crop species: Apple, Blueberry, Cherry, Corn, Grape, Orange, Peach, Bell Pepper, Potato, Raspberry, Soybean, Squash, Strawberry, Tomato. In containes images of 17 fungal diseases, 4 bacterial diseases, 2 mold (oomycete) diseases, 2 viral disease, and 1 disease caused by a mite. 12 crop species also have images of healthy leaves that are not visibly affected by a disease.
NOTE: The original image database is no longer available in the PlantVillage repository www.plantvillage.org, therefore we got a copy of this database from another github account https://github.com/spMohanty/PlantVillage-Dataset and here we republished it. Besides, from the healthy leaf directories, we removed five figures that did not represent the characteristics that they should have. So we put them in a separate directory, named as "x_Removed_from_Healthy_leaves".
Original paper URL: https://arxiv.org/abs/1511.08060
@article{DBLP:journals/corr/HughesS15,
Author = {David P. Hughes and
Marcel Salath{'{e} } },
Title = {An open access repository of images on plant health to enable the
development of mobile disease diagnostics through machine
learning and crowdsourcing},
journal = {CoRR},
volume = {abs/1511.08060},
year = {2015},
url = {http://arxiv.org/abs/1511.08060},
archivePrefix = {arXiv},
eprint = {1511.08060},
timestamp = {Mon, 13 Aug 2018 16:48:21 +0200},
biburl = {https://dblp.org/rec/bib/journals/corr/HughesS15},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
You can download the dataset by:
git clone https://github.com/gabrieldgf4/PlantVillage-Dataset.git
cd PlantVillage-Dataset