Home/Agriculture/Farmland Flood Monitoring Dataset under Extreme Weather

Farmland Flood Monitoring Dataset under Extreme Weather

V1.0
Latest Update:
2026-01-14
Samples:
5000 records
File Size:
1.5G
Format:
JPG/PNG/JSON
Data Domain:
Image
Holder:
MOBIUSI INCMOBIUSI INC
Industry Scope:
Agricultural monitoring | climate change research | flood prediction | disaster management
Applications:
Object detection | image recognition | pattern recognition

Brief Introduction

The current agricultural industry faces challenges from extreme climate changes, particularly the severe impacts of heavy rains and flash floods on farmland. Existing monitoring methods often rely on traditional approaches, lacking efficient real-time monitoring solutions, leading to exacerbated agricultural losses. This dataset aims to address the monitoring challenges of climate change impacts on agriculture by collecting images of farmland floods under extreme weather, providing high-quality data support for AI models. Data is collected using drones and high-resolution cameras under various weather conditions to ensure the diversity and representativeness of the images. In terms of quality control, a multi-round annotation and expert review mechanism is applied to ensure the accuracy and consistency of data annotations. Data is stored in JPEG format and organized by time and location for easy subsequent analysis and use.

Sample Examples

ImageFile NameResolutionFlood TypeDamage ExtentCrop TypeVegetation HealthRain IntensityHuman Presence
77dd3695b01131e5fabab67bf2a48160.png1499*2000Flash floodModerateCornDamagedModerate rainNo
bb681fba618d5881b7ae78ab72b61bf5.png3045*2000River floodSevereCornWitheredModerate rainNo
f67bf1e23be4566325cbdf1c3375e9ee.png1604*2000River floodModerateRiceDamagedModerate rainNone
301830b591783e3d26b397aa9fd0531a.png2092*2000river floodmoderatecorndamagedmoderate rainno
fbd219c6000cd11576da661c7d1c4c7a.png1690*2000River floodModerateRiceDamagedModerate rainNo

Data Structure

FieldTypeDescription
file_namestringFile name
qualitystringResolution
flood_typestringDescribes the type of flooding in the image, such as flash flood, river flooding, etc.
damage_extentstringThe extent of damage to farmland due to flooding in the image, such as minor, moderate, or severe.
crop_typestringThe type of crops affected in the farmland as shown in the image, such as rice, wheat.
vegetation_healthstringDescribes the health status of plants after flooding, such as healthy, damaged, or withered.
rain_intensitystringThe intensity of rain during the time the image was captured, with possible values like light rain, moderate rain, heavy rain.
human_presencebooleanIndicating whether there is any human presence or activity 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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