Research Projects
Research prototypeAgricultural Crop Health Monitoring
Problem
Crop disease and stress are detected too late when fields are inspected on the ground.
System
A segmentation workflow over drone and satellite imagery for early disease detection and crop-health mapping.
My contribution
Built the imagery preprocessing pipeline and trained the segmentation models.
System architecture
- Aerial imagery
- Preprocessing
- Segmentation model
- Health map
Technical focus
- Image segmentation
- Satellite imagery
- Remote sensing data
Technology stack
- PyTorch
- OpenCV
- NumPy
Data source
Dataset and data-collection write-up is being prepared.
Data pipeline
Ingestion and preprocessing write-up is being prepared.
Model or LLM workflow
Model and workflow write-up is being prepared.
Evaluation and results
Evaluation setup and results write-up is being prepared.
Challenges and engineering decisions
Key engineering decisions write-up is being prepared.