Home/Agriculture/Crop Pest and Disease Classification Dataset

Crop Pest and Disease Classification Dataset

V1.0
Latest Update:
2026-01-11
Samples:
15000 records
File Size:
1.2G
Format:
JPG/PNG/JSON
Data Domain:
Image
Holder:
MOBIUSI INCMOBIUSI INC
Industry Scope:
agricultural monitoring | crop protection | smart agriculture
Applications:
image classification | deep learning | computer vision

Brief Introduction

The current agricultural industry faces severe threats to crop yield and quality from pests and diseases. Traditional manual identification methods are inefficient and prone to errors. Existing solutions mostly rely on expert experience, lacking systematic and efficient approaches. This dataset aims to assist in the development of efficient AI models for automatic pest and disease classification by providing diverse crop pest and disease image data, addressing practical needs in agricultural production. The dataset includes images captured by professional cameras under different environments, ensuring diversity and representativeness. Quality control measures include multiple rounds of annotation, consistency checks, and expert review to ensure data accuracy and reliability. Data is stored in JPG format and structured in a database for convenient subsequent processing and analysis.

Sample Examples

ImageFile NameResolutionCrop TypePest Or Disease TypeSeverity LevelGrowth StageColor DistributionLeaf Texture
01e531cab4cc47167dca68b8d97aca3c.png2683*2000Brassicaceae vegetables, such as cabbage or Chinese cabbageAphidsModerateMaturityMainly green, with brown spotsLeaf surface has a noticeable bumpy texture, with traces of pest damage
f7e87cc2cc73d9de5ba01f6f2f567a3d.png2752*2000AppleLeaf Spot DiseaseSevereMaturityMainly green, with brown spotsThe leaf surface has obvious spots and holes
1dab6505e93c75bbace2567dab59b0c5.png1475*2000CucumberPowdery MildewModerateLeaf Growth StageMainly dark green with white spotsRough surface with noticeable vein texture
0115751a80cbc631a82138bfa5e1edb1.png2679*2000Leafy crop (possibly fruit tree)Pest, possibly defoliating pests on leavesModerate to severeMature stageMainly green, with brown and black spots at the veinsSmooth surface, with obvious holes and damage marks
27dbe954994ecc2be01b71d14741ff1c.png1515*2000TomatoLeaf CurlModerateEarly GrowthMainly green, some leaves have light yellowLeaf surface has wrinkles

Data Structure

FieldTypeDescription
file_namestringFile name
qualitystringResolution
crop_typestringThe type of crop involved in the image.
pest_or_diseasestringThe specific type of pest or disease shown in the image.
severity_levelstringThe severity level of the pest or disease effect on the crop in the image.
growth_stagestringThe growth stage of the crop in the image.
color_distributionstringThe main colors and their distribution in the image.
leaf_texturestringThe texture details of leaves in the image.

Compliance Statement

ItemContent
Authorization TypeCC-BY-NC-SA 4.0 (Attribution–NonCommercial–ShareAlike)
Commercial UseRequires exclusive subscription or authorization contract (monthly or per-invocation charging)
Privacy and AnonymizationNo PII, no real company names, simulated scenarios follow industry standards
Compliance SystemCompliant with China’s Data Security Law / EU GDPR / supports enterprise data access logs

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