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xml94 / Plant_disease_recognition

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Key points

  • Objectives: recognize the plant disease on plant leaf and fruit using RGB images
    • RGB image
    • leaf, fruit
    • plant: tomato, wheat
    • disease

Datasets related with plant leaf disease

This project is not active and we are collecting public plant disease datasets in PPDRD project.

  • Ag task: agricultural task
    • disease: disease classification or object detection
    • plant: plant identification
    • woody: woody identification
    • pest: pest detection or classification
  • ML task: machine learning task, such as classification (cls), object detection (obj), segmentation (seg)
  • Environment (env): where to take pictures, lab (lab), real world (real) such as field and greenhouse, from internet (internet)
  • Organs: leaf, fruit, flower, root, bark or stem, habitat
Name env ML task Ag task Plant img class Paper Dataset
PlantVillage lab cls disease Multiple leaf 54,305 38 Paper Dataset
PlantDoc internet cls, obj disease Multiple leaf 2,598 27 Paper Dataset
PDD271 real cls disease Multiple leaf 220,592 271 Paper Sample
PDDB lab+real disease Multiple leaf 1,575 79 Paper Dataset
PlantLeaf lab cls disease Multiple leaf 4,503 12 Paper Dataset
TaiwanTomato real+lab cls disease Tomato leaf 622 5 Dataset
IVADL_tomato real cls, obj disease Tomato leaf 17,063 9 Dataset
IVADL_rose real cls, obj disease Rose leaf 23,114 6 Dataset
Apple2020 real cls disease Apple leaf 3,642 4 Paper Dataset
Apple2021 real cls disease Apple leaf 18,632 6 Paper Dataset
AppleObj lab+real obj disease Apple leaf 26,377 5 Paper
Cassava real cls disease Cassava leaf 21,397 5 Paper Dataset
GoodCucumber real cls disease Cucumber leaf 691 2 Dataset
Citrus lab cls disease Citrus fruit leaf 105 + 609 5 + 5 Paper Dataset
BRACOL lab cls, seg disease Coffee leaf 4,407 4 Paper Dataset
RoCoLe real obj disease Coffee leaf 1,560 2 Paper Dataset
JMuBEN real cls, seg disease Coffee leaf 58,555 5 Paper Dataset
GoodCorn lab cls disease Corn leaf 4,117 2 Dataset
Corn NLB real obj disease Corn leaf 18,222 2 Dataset
MerlotGrape real seg disease Grape all 99 7 Paper Dataset
DiaMOS real obj disease Pear fruit 499 + 3,006 4 Paper Dataset
Rice5932 real cls disease Rice leaf 5,932 4 Paper Dataset
Rice1426 real cls disease Rice leaf 1426 9 Paper Dataset
LWDCD2020 real cls disease Wheat spike 12,160 10 Paper Part
CGIAR real cls disease wheat 876 3 Dataset
Corn2018 real obj disease corn 18,222 1 Paper Dataset
Corn2022 real+lab cls disease corn 7,701 4 Paper Dataset
Field-PV real cls disease multiple 665 38 Paper Dataset
Grape grape 4 Dataset
Black gram real+lab cls disease black gram 1,000 5 Paper Dataset
WheatLeaf real disease wheat 407 3 Dataset
Ibean real disease bean 1,296 3 Dataset
Chili real+lab disease chili 500 5 Dataset

Other types of plant

Name env ML task Ag task Plant and organ img class Paper Dataset
PlantCLEF2022 real cls plant ident Multiple Multiple 2,885,052 80,000 Paper Dataset
Pl@ntNet-300K real cls plant ident multiple 306,146 1,081 Paper Dataset
MEW2014 lab cls woody ident Multiple leaf 151 Paper Dataset
IP102 real cls, obj pest 75,000 102 Paper Dataset
TomatoPest8 real cls pest tomato pest 609 8 Dataset
Soybean real cls pest leaf soybean leaf 6,410 3 Paper Dataset
GWHD real obj wheat head wheat head Paper Dataet
F.margarita real obj growth stage Fortunella margarita 1,031 3 Paper Dataset
PomegraGrade lab cls fruit grade Pomegranate Fruit 3 paper Dataset
Medjool lab cls, obj fruit grade dates 2,576 3 Paper Dataset
FruitNet real cls fruit grade Multiple fruit 19,526 3 Paper Dataset
SoybeanSeed lab cls seed grade soybean seed Paper
ChineseHerb real cls, seg flower cls Multiple flower 1,716 12 Paper Dataset
Flower103 real cls, seg flower cls Multiple flower 103 Paper
WeedRobot real obj weed Multiple Multiple 1,118 Paper Dataset

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@misc{MinglePlant,
  author={Mingle Xu},
  title={Plant Disease Recognition Datasets},
  howpublished={\url{https://github.com/xml94/Plant_disease_recognition}},
}

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