Home/Agriculture/Farmland Soil Moisture Estimation Dataset

Farmland Soil Moisture Estimation Dataset

V1.0
Latest Update:
2025-10-12
Samples:
5000 records
File Size:
1.5G
Format:
JPG/PNG/JSON
Data Domain:
Image
Holder:
MOBIUSI INCMOBIUSI INC
Industry Scope:
Farmland management | precision agriculture | soil monitoring
Applications:
Object detection | image segmentation

Brief Introduction

The current agriculture industry faces challenges such as insufficient soil moisture monitoring, scattered data, and lack of precision management. Existing solutions mostly rely on traditional soil moisture measurement, which lacks real-time capability and accuracy, making it difficult to meet the needs of precision agriculture. This dataset aims to solve the real-time and accuracy issues of soil moisture monitoring by providing high-quality soil moisture estimation data, supporting intelligent agricultural decision-making. Data collection is done using high-resolution cameras under different climatic conditions, combined with soil moisture sensors for annotation. Quality control measures include multiple rounds of annotation and consistency checks to ensure data accuracy and reliability. The data is stored in JPG format, organized in a way that each sample is equipped with corresponding annotation information, facilitating subsequent model training and application.

Sample Examples

ImageFile NameResolutionSoil Moisture LevelSoil ColorVegetation CoverageCrop TypeWeather ConditionSoil Texture
0141240ebb8c340ca1cbd55fa6b1acf7.jpg4528*3016DryLight brownLowUnknownClearSandy
56f00ecfb1576974b5e864a8b57ecf31.jpg6960*4640ModerateBrownMediumCarrotSunnyLoam
ed66acd413dd58983eb5485ec286eab4.jpg5760*3840ModerateDark brownLowCarrotSunnyLoam
3bf5fdddcdced0604b83e523c8cdac8d.jpg6000*4000DryBrownLowVegetablesSunnyLoam

Data Structure

FieldTypeDescription
file_namestringFile name
qualitystringResolution
soil_moisture_levelstringAn estimation of the soil moisture level such as wet, dry, or moderate.
soil_colorstringThe visible color of the soil in the image, which helps in estimating moisture.
vegetation_coveragefloatThe percentage of vegetation covering the soil surface.
crop_typestringThe main type of crop visible in the image.
weather_conditionstringWeather condition at the time the image was captured, such as sunny or cloudy.
soil_texturestringDescription of soil granulometry and texture properties like sandy or loamy.

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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