{"url":"/dataset/plantdoc","name":"PlantDoc","full_name":null,"description_markdown":"PlantDoc is a dataset for visual plant disease detection. The dataset contains 2,598 data points in total across 13 plant species and up to 17 classes of diseases, involving approximately 300 human hours of effort in annotating internet scraped images.\r\n\r\nSource: [PlantDoc: A Dataset for Visual Plant Disease Detection](/paper/plantdoc-a-dataset-for-visual-plant-disease)","description_withheld":null,"homepage":"https://github.com/pratikkayal/PlantDoc-Dataset","introduced_date":null,"introduced_date_note":null,"introduced_by":{"paper":"/paper/plantdoc-a-dataset-for-visual-plant-disease","title":"PlantDoc: A Dataset for Visual Plant Disease Detection","first_author":"Davinder Singh","url":null},"license":null,"modalities":[],"tasks":[{"name":"Image Classification","url":"/task/image-classification","datasets_with_task":"/datasets/task/image-classification"},{"name":"Object Detection","url":"/task/object-detection","datasets_with_task":"/datasets/task/object-detection"}],"languages":[],"variants":["PlantDoc"],"data_loaders":[{"repo":"https://github.com/pratikkayal/PlantDoc-Dataset","url":"https://github.com/pratikkayal/PlantDoc-Dataset","frameworks":[]}],"num_papers_in_archive":20,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/image-classification-on-plantdoc","task":"Image Classification","dataset_variant":"PlantDoc","rows":2,"metrics":["PARAMS","Accuracy"],"first_row_in_archive_order":{"model":"SCOLD","paper":"/paper/a-vision-language-foundation-model-for-leaf","metrics":{"Accuracy":"99.69","PARAMS":".171M"},"code_links":[{"title":"enalis/scold","url":"https://huggingface.co/enalis/scold"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/a-vision-language-foundation-model-for-leaf","title":"A Vision-Language Foundation Model for Leaf Disease Identification","date":"2025-05-11","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/grouped-pointwise-convolutions-reduce","title":"Grouped Pointwise Convolutions Reduce Parameters in Convolutional Neural Networks","date":"2022-06-30","rows_on_this_dataset":1,"code_links":2,"syntology":null}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":0,"samples_harvested":0,"samples_ran":0,"samples_unverified":0,"pointer_only_for_licence":0,"papers_with_no_sample_that_ran":0,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}