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An open access repository of images on plant health to enable the development of mobile disease diagnostics

25 Nov 2015arXiv:1511.08060links table onlyarchive 2025-07-28

David. P. Hughes, Marcel Salathe

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Human society needs to increase food production by an estimated 70% by 2050 to feed an expected population size that is predicted to be over 9 billion people. Currently, infectious diseases reduce the potential yield by an average of 40% with many farmers in the developing world experiencing yield losses as high as 100%. The widespread distribution of smartphones among crop growers around the world with an expected 5 billion smartphones by 2020 offers the potential of turning the smartphone into a valuable tool for diverse communities growing food. One potential application is the development of mobile disease diagnostics through machine learning and crowdsourcing. Here we announce the release of over 50,000 expertly curated images on healthy and infected leaves of crops plants through the existing online platform PlantVillage. We describe both the data and the platform. These data are the beginning of an on-going, crowdsourcing effort to enable computer vision approaches to help solve the problem of yield losses in crop plants due to infectious diseases.

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PradyumnaCh/Farm_Knights mentioned on GitHubtfMIT report
Rishit-dagli/SurpriseHacks mentioned on GitHubtfApache-2.0 report
anup9802/Plant-Village mentioned on GitHub report
asifanwar007/leaf-deficiency mentioned on GitHubtfMIT report
hemantnyadav/PlantVillage mentioned on GitHub report

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count attaullah/downsampled-plant-disease-dataset/downsample_script.py community (archive-listed) unverified CC0-1.0 (permissive) · 4905f03364b64d09 · report
det_coeff PradyumnaCh/Farm_Knights/flask1.py community (archive-listed) unverified MIT (permissive) · 1a8fbb8ce2cddff4 · report
load_image_into_numpy_array PradyumnaCh/Farm_Knights/flask1.py community (archive-listed) unverified MIT (permissive) · be845ca1f9266793 · report
prepare_plant_village_dataset attaullah/downsampled-plant-disease-dataset/downsample_script.py community (archive-listed) unverified CC0-1.0 (permissive) · 4e472eb8b7ad46e3 · report
run_inference_for_single_image PradyumnaCh/Farm_Knights/flask1.py community (archive-listed) unverified MIT (permissive) · 7f29eb17c6678ff6 · report

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