Key points

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

Datasets

• 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 scenario (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 and organ	img	class	Paper	Dataset
Pathology2020	real	cls	disease	Apple leaf	3,642	3	Paper	Dataset
Pathology2021	real	cls	disease	Apple leaf				Dataset
Cassava	real	cls	disease	Cassava leaf	21,397	5	Paper	Dataset
PlantVillage	lab	cls	disease	Multiple leaf	54,305	38	Paper	Dataset
GoodCucumber	real	cls	disease	Cucumber leaf	691	2		Dataset
PlantDoc	internet	cls, obj	disease	Multiple leaf (13)	2,598	17	Paper	Dataset
Citrus	lab	cls	disease	Citrus fruit leaf	105 + 609	5 + 5	Paper	Dataset
DiaMOS	real	obj	disease	Pear fruit leaf	499 + 3,006	4	Paper	Dataset
BRACOL	lab	obj, seg	disease	Coffee leaf	4,407	4	Paper	Dataset
RoCoLe	real	obj	disease	Coffee leaf	1,560	2	Paper	Dataset
PDD271	real	cls	disease	Multiple	220,592	271	Paper
RiceLeaf2020	real	cls	disease	Rice leaf	5,932	4	Paper	Dataset
AppleObj	lab+real	obj	disease	Apple leaf	26,377	5	Paper	Dataset
GoodCorn	lab	cls	disease	Corn leaf	4,117	2		Dataset
PDDB	lab+real		disease	Multiple	50,000	171	Paper	Dataset
PlantCLEF2022	real	cls	plant	Multiple Multiple	2,885,052	80,000	Paper	Dataset
MEW2014	lab	cls	woody	Multiple leaf		151	Paper	Dataset
IP102	real	cls, obj	pest		75,000	102	Paper	Dataset
GWHD	real	obj	wheat head	wheat head			Paper	Dataet
LWDCD2020	real	cls	disease	wheat spike leaf	12,160	10	Paper	Dataset
Corn NLB	real	obj	disease	corn leaf	18,222	2		Dataset
TomatoPest8	real	cls	pest	tomato	609	8		Dataset
Soybean	real	cls	pest leaf	soybean leaf	6,410	3	Paper	Dataset
F.margarita	real	obj	growth stage	Fortunella margarita	1,031	3	Paper	Dataset
PomegraGrade	lab	cls	fruit grade	Pomegranate Fruit		3	paper	Dataset
WeedRobot	real	obj	weed	Multiple Multiple	1,118		Paper	Dataset
FruitNet	real	cls	fruit grade	Multiple fruit	19,526	3	Paper	Dataset
SoybeanSeed	lab	cls	seed grade	soybean seed			Paper
MerlotGrape	real	seg	disease seg	grape all	99	7	Paper	Dataset
ChineseHerb	real	cls, seg	flower cls	Multiple flower	1,716	12	Paper	Dataset
Flower103	real	cls, seg	flower cls	Multiple flower		103	Paper
JMuBEN	real	cls, seg	disease	Coffee leaf	58,555	5	Paper	Dataset
Medjool	lab	cls, obj	fruit grade	dates	2,576	3	Paper	Dataset
example

Backup

• python library for food, agriculture
• China agricultural disease and pest dataset but not available
• Grape disease
• PlantifyDr software
• Ariel image
• ICL plant woody identification
• Vegetable crops at an early stage
• Fuji apple 3D point cloud
• Soybean seed grade, not image
• whitefly counting
• Cassava root

Contribute this project

Please fell free to contribute this project. You can follow the example in the table.

To cite this project

If this project is useful for you, please cite this project.

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