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Plant disease detection
Facilitates the detection and preventing diseases of agricultural plants by both deep learning and programming services
The aim of our research is to facilitate the detection and preventing diseases of agricultural plants by both deep learning and programming services. The idea is to develop multifunctional platform that will use modern organization and deep learning technologies to provide new level of service to farmer’s community.
We are working to expand our image data base and improve our neural networks. We are always happy to volunteer for various issues. For example, collection of images for existing or new diseases and cultures. Checking and correcting descriptions and recommendations for treatment. Search for errors and inaccuracies on the site and in the application. If you have a desire to help us - write to auzhinskiy@jinr.ru or to the Telegram @DoctorPl
We are ready to cooperate with third-party groups and organizations. We can provide APIs to our models, provide consulting services, train the model on your data, and prepare the environment to run it on your resources. Write to the auzhinskiy@jinr.ru for details.
Availible at Google Play. Name - DoctorP
Attention! To achieve best result load the file in jpg format with significant part of a plant. It is possible to look at examples of images in image database
Currently we have custom models for: apples, barberry, cherry, corn, cotton, wheat, cucumbers, currant, grape, orchid, strawberry, tomatoes.
Here ere an example of some crops:
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The list of diseases and crops are extended. For a full list - contact with developers.
Here are an examples of the detected diseases:
We have a special model for diseases without a connection to crops:
Causes of yellowing leaves:1. Aging of the aerial part of the plantThis is the most common cause of leaf wilt. The aging of the aerial part begins with the lower leaves. On average, each le
Late blight is one of the most common plant diseases. Its particular danger lies in the fact that it affects different types of them and can move from one plant to another.Tomatoes, peppers, eg
Альтернариоз (сухая или черная пятнистость) – одно из наиболее распространенных грибковых заболеваний. В Р
Антракноз - это грибковое поражение растений, возбудителем которого являются грибы рода Colletotrichum. Наиболее
Бактериальная пятнистость вызывает грибы или бактерии, возникающие в результате разрушения листовых плас
The causative agent of the disease is the gram-negative aerobic bacillus Xanthomonas campestris pv. translucens. This disease is also known under the names: black film, striped bacteriosis.Blac
A fungal disease that is easily spread by spores with wind, rain, and undisinfected garden tools. The damage caused by black rot can be very great. It is capable of completely destroying landings.
Gray rot is a fungal disease that affects thousands of plants worldwide. Spores of the fungus Botrytis gray settle and multiply on leaves, stems, flowers, fruits. A variety of this infection that a
Plant cancer is a disease of cultivated and wild plants, caused mainly by fungi and bacteria, characterized by excessive, abnormal growth of trunks, branches, roots, less often other organs, leadin
The degree of damage to the wrinkled mosaic depends on the type of crop. For example, more modern varieties are less susceptible to pathology. Although it cannot be completely ruled out. The causat
Downy mildew (peronosporosis) is caused by microscopic peronosporous fungi. They parasitize only on living tissues and infect leaves, shoots, buds, flowers. Downy mildew has a high infection rate.
It is characterized by rotting of internal tissues. Affected tissues are soaked, turn brown, become rotten; the bark is cracking.Caused by tinder fungi Stereum hirsutum (Sterum necator), Stereu
Pseudocercosporella herpotrichoides (Fron) Deighton. (= Cercosporella herpotrichoides). You can detect signs of infection in late autumn or early spring on the coleoptile, and at a later time on th
Gray rot is a fungal disease that affects thousands of plants worldwide. Spores of the fungus Botrytis gray settle and multiply on leaves, stems, flowers, fruits. A variety of this infection that a
Your plant looks healthy! If you are not sure, you can send us some images in telegram https://t.me/DoctorPl
Brown spotting (cladosporiosis) is one of the varieties of an extensive group of spots. The disease is caused by microscopic pathogenic fungi. Brown spotting appears gradually, starting from April-
Tissue turgor is the stressed state of the membranes of living cells. Turgor pressure - internal pressure that develops in a plant cell when water enters it as a result of osmosis, and the cytoplas
Mealybug (Pseudococcidae) belongs to the Hemiptera family. This family includes several thousand species; about 330 species are distributed in Europe. Mealybugs are also called "false-cushioners",
Moniliosis (fruit rot, monilial burn) is a fungal disease of stone fruit crops. In our country, it is distributed in the Middle lane, northwestern and southern regions, in the Urals, Altai, and Sib
Brown spot, or helminthosporiasis, is a disease that develops intensively mainly in the second half of the corn growing season, starting from the leaves of the lower tier. First, small elliptical l
Use special sites to identify which element is the problem and what to do.
Powdery mildew is a fungal disease that affects leaves and young shoots, flower stalks, and later berries, if not dealt with. The causative agent of the disease is the fungus Erysiphe communis Grev
Rust is a fungal disease of cultivated and wild plants. Billions of spores create many foci of infection on leaves, shoots, branches, trunks, and needles. The disease is easily recognizable by char
Scab is a dangerous infectious plant disease caused by microscopic pathogenic fungi, actinomycetes and bacteria. It affects and deforms the surface of leaves, shoots, tubers and fruits, which great
Shchitovka - a small insect 1.5 - 4 mm long with a dense brown body, tightly adjacent to the leaves and other parts of the plant; secrete a sticky liquid - a pad on which a sooty fungus settles. It
The spider mite is distributed everywhere, with the exception of Antarctica. It affects crops, both in open and protected ground.This is a small arthropod sucking insect no larger than 1 mm in
Verticillium wilt (wilt) is a common fungal disease of plants in greenhouses and outdoors. In an acute outbreak, it destroys plants in a few days. The chronic form is common, it develops slowly - t
Schutte is a group of fungal diseases provoked by marsupials or ascomycetes. The name comes from the German verb "schütten", which means "pour" in Russian, because dying and crumbling needles are
Ramularia grevilleana (sexual: Mycosphaerella fragariae), a fungus that overwinters on old infected leaves and as sclerotia. Conidia are produced abundantly in lesions on infected leaves. Sclerotia
The causative agents of ascochyta: mushrooms belonging to the genus Ascochyta. Ascochitosis is a dangerous disease that affects pumpkin, melons, watermelon, peas, beans, beets, cucumbers, currants,
The Whitefly family is a group of small, butterfly-like, proboscis insects from the Homoptera order, sometimes separated into the monotypic suborder Aleurodoidea. At the beginning of infec
Blossom end rot is a common physiological disorder in nightshade crops. The disease is not an infection. Appears on plants, both in greenhouses and garden beds.The main symptom of the disease i
Hole spotting (Clasterosporium carpophilum) is a very common disease of apricots, cherries, plums and other stone fruits. Klyasterosporiosis is widespread on stone fruit crops everywhere.
Coccomycosis (reddish-brown spotting) is one of the “youngest” fungal diseases of stone fruits. Massively spread about 50 years ago. Symptoms of the disease are the appearance of numerous red-b
Leaf curl is a disease caused by the fungus Taphrina deformans. The infection manifests itself in the form of damage to leaves, shoots and fruits.Leaf tissues thicken, grow unevenly, often rema
Necrosis - (Greek nekrosis - necrosis, from nekros - dead), necrosis in a living organism of individual organs, their parts, tissues or cells. Necrosis begins at the tip or margin of the l
Mosaic is one of the most harmful diseases caused by viruses that infect plants through mechanical damage, soil and seeds. It is not easy to identify which virus the plant is infected with, however
The causative agents of sclerosporosis are omycetes of the genus Sclerospora: S. maydis, S. graminicola, S. philippinensis and others. The disease develops in the tillering phase on all green parts
Oedema is an infectious disease. It appears due to excessive watering, a stuffy room where plants are grown. Most often, seedlings that grow mainly under artificial lighting get sick. This
Lichen is a plaque on the bark, which is formed by algae and fungi. It develops mainly in places with high humidity. The fungus affects mainly those trees whose bark is damaged: there are burns, fr
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* Uzhinskiy A., Ososkov G., Goncharov P., Nechaevskiy A., Smetanin A., Oneshot learning with triplet loss for vegetation classification tasks. Computer Optics 2021; 45(4): 608-614. DOI: 10.18287/2412-6179-CO-856.
* A. Uzhinskiy, G. Ososkov, P. Goncharov, A. Nechaevskiy, Multifunctional platform and mobile application for plant disease detection // Proceedings of the 27th Symposium on Nuclear Electronics and Computing, CEUR Workshop Proceedings 2507, p. 110-114, 2019 http://ceur-ws.org/Vol-2507/110-114-paper-18.pdf
* Pavel Goncharov, Alexander Uzhinskiy, Gennady Ososkov, Andrey Nechaevskiy and Julia Zudikhina. Deep Siamese Networks for Plant Disease Detection // EPJ Web of Conferences. — EDP Sciences, 2020. — Vol. 226. — P. 03010. https://www.epj-conferences.org/articles/epjconf/pdf/2020/02/epjconf_mmcp2019_03010.pdf