Home/Agriculture/Dataset for Evaluating Weed Control by Agricultural Machinery

Dataset for Evaluating Weed Control by Agricultural Machinery

V1.0
Latest Update:
2025-10-14
Samples:
5000 records
File Size:
1.2G
Format:
JPG/PNG/JSON
Data Domain:
Image
Holder:
MOBIUSI INCMOBIUSI INC
Industry Scope:
crop management | precision agriculture | smart agriculture
Applications:
object detection | image recognition

Brief Introduction

The current agricultural industry faces numerous challenges in weed control efficiency, such as low efficiency and high costs of manual weeding. Existing automated weeding systems largely rely on traditional image processing technologies, which cannot effectively address complex field environments and diverse types of weeds. Therefore, this dataset aims to provide researchers with rich image data to enhance the accuracy and efficiency of automated weeding systems. The dataset includes images evaluating the effectiveness of weed control in different crop growth environments, ensuring coverage of various weed types and growth stages. Data collection is conducted using high-resolution cameras under different lighting and weather conditions to ensure data diversity and authenticity. Quality control measures include multiple rounds of annotation and expert review to ensure consistency and accuracy of annotations. The data is stored in JPG format and organized in a standardized structured manner.

Sample Examples

ImageFile NameResolutionWeed TypeWeed CountMachinery TypeMachinery IDWeed CoverageSoil ConditionVegetation TypeLighting ConditionWeather ConditionImage Quality
da68dd79933f27a38fba41b9921d5c7c.jpg6240*4160UnknownDifficult to determineMowerUnknownApproximately 40%Dry, covered with weedsGrasslandNatural lightSunnyGood
fafb6281512d83a51b3f2bac49ce9e66.jpg4899*2514UnidentifiableNot applicableTractorUnidentifiableUncertainDry, with vegetation coverGrass and other green plantsEven lighting, slightly cloudyCloudyGood
cd4f13bf6c06de085df62d2f1eee42d7.jpg4603*3049UnidentifiableUnidentifiableTractorNo Identifiable NumberIndeterminateDryGrass PlantSunnyClearGood

Data Structure

FieldTypeDescription
file_namestringFile name
qualitystringResolution
weed_typestringType of weed identified in the image.
weed_countintNumber of weeds identified in the image.
machinery_typestringType of machinery used.
machinery_idstringUnique identifier for the machinery used.
weed_coveragefloatPercentage of the image area covered by weeds.
soil_conditionstringCondition of the soil surface shown in the image.
vegetation_typestringType of visible plants in the image excluding weeds.
lighting_conditionstringLighting conditions during the image capture.
weather_conditionstringWeather conditions during the image capture.
image_qualitystringAssessment level of the image quality.

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

Can't find the data you need?

Post a request and let data providers reach out to you.