Image Annotation96.2% Accuracy

Agricultural Crop Monitoring via Satellite

Annotation of satellite and drone imagery for automated crop health monitoring, disease detection, and yield prediction using computer vision and remote sensing techniques.

Client:AgTech Startup
500K acres
Area Covered
Multi-spectral imagery across growing seasons
15 varieties
Crop Types
Including corn, wheat, soy, and specialty crops
88%
Disease Detection
Early detection accuracy for common crop diseases
91%
Yield Prediction
Correlation with actual harvest yields

The Challenge

Analyzing multi-spectral satellite imagery covering 500,000+ acres required specialized annotation of crop types, growth stages, disease patterns, and environmental stress indicators. Annotations needed to account for seasonal variations, regional differences, and spectral band interpretations.

Our Solution

Trained agronomy specialists in remote sensing annotation techniques. Developed custom annotation tools supporting multi-spectral band visualization. Created reference library of crop health patterns validated by agricultural scientists. Implemented temporal tracking to monitor crop progression.

Project Specifications

Data Volume

100,000+ satellite images, 50K drone images

Team Size

25 agronomy specialists

Duration

8 months

Accuracy

96.2%

Annotation Types

Crop Type Classification
Disease Segmentation
Growth Stage Tagging
Stress Detection
Field Boundary Mapping

Tools & Technologies

QGISGoogle Earth EngineSentinel HubCustom Spectral ToolsTemporal Analysis Platform

Deliverables

Annotated Imagery
Crop Health Maps
Disease Detection Models
Yield Prediction API
Seasonal Reports

Sample Annotations

Crop Health Mapping

Color-coded health indicators using NDVI and other vegetation indices across field boundaries

Disease Pattern Recognition

Segmentation masks for fungal infections, pest damage, and nutrient deficiencies

Field Boundary Detection

Precise polygon annotations defining field boundaries for crop rotation tracking

Ready to Start Your Annotation Project?

Let's discuss your data annotation needs and how we can deliver high-quality labeled data for your AI initiatives.

KodeNerds - AI, ML, and Software Development Services