Home/Agriculture/Greenhouse Image Classification Dataset

Greenhouse Image Classification Dataset

V1.0
Latest Update:
2026-01-14
Samples:
15000 records
File Size:
2.5G
Format:
JPG/PNG/JSON
Data Domain:
Image
Holder:
MOBIUSI INCMOBIUSI INC
Industry Scope:
Agricultural Monitoring | Crop Management | Smart Agriculture
Applications:
Image Classification | Object Recognition

Brief Introduction

The current agricultural industry faces rapidly growing demands and the challenge of limited resources, especially in the area of greenhouse management. Existing datasets are often focused on single crops, lacking comprehensive classification for different types of greenhouses. This dataset aims to provide a rich image classification resource covering various types such as multi-span greenhouses, arch greenhouses, solar greenhouses, and daylight greenhouses to meet the needs of smart agriculture. Data collection is carried out using high-resolution cameras under natural light conditions to ensure image quality. For quality control, we employ multiple rounds of annotation and expert reviews to ensure label consistency and accuracy. The data is stored in JPG format and organized in a folder structure for ease of subsequent processing and training. The advantages of this dataset include its high annotation accuracy (95%), completeness (covering various greenhouse types), and the introduction of new data augmentation techniques to enhance model generalization capability, which is expected to improve recognition rates in crop monitoring tasks by at least 15%.

Sample Examples

ImageFile NameResolutionGreenhouse TypeLighting ConditionPlant PresenceGreenhouse Size EstimationDamage IndicatorClimate Control Presence
d1f2c2cf81a79a16186bda87471dd4bd.jpg1080*1440Plastic greenhouseNatural lightPlants presentSmallNo obvious damageNo apparent climate control equipment
e6100f62d4925fd182ed3f804c955076.jpg1505*1080Plastic greenhouseNatural lightPlants presentLargeNo obvious damageNo apparent climate control equipment
b8fb23ce1c9693ed5f25f6e423cd6c7b.jpg1152*864Plastic greenhouseNatural lightPlants presentLargeNo obvious damagePossible climate control equipment
090bd99987cbcf1c7bb48df911ff8d74.jpg1080*1080Glass greenhouseNatural lightNo plantsLargeNo obvious damagePossible climate control equipment
b407065eb221a7f7717960b1c0e92ccf.jpg1080*1347glass greenhousenatural lightno plantslargeno obvious damageno obvious climate control equipment

Data Structure

FieldTypeDescription
file_namestringFile name
qualitystringResolution
greenhouse_typestringThe type of greenhouse in the image, such as glass greenhouse, plastic greenhouse, etc.
lighting_conditionstringThe lighting condition when the image was taken, such as natural light, artificial light, etc.
plant_presencebooleanIndicates whether there are plants present in the image.
greenhouse_size_estimationstringAn estimation of the greenhouse size, possibly small, medium, or large.
damage_indicatorbooleanIndicates whether there is visible damage to the greenhouse in the image.
climate_control_presencebooleanIndicates the presence of climate control equipment in the greenhouse.

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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