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

Backup

• Chinese crop disease dataset, images with watermark
• Chinese grape disease, with watermark
• plantnet website
• 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
• pineapple and others dataset
• Plant detection application
• Wheat powdery mildew dataset
• Remote sense different types of crop for harvest
• UAV for plant disease
• Korea plant related dataset

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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}},
}