Application
Income Baseline
Multi-source farmer income estimation fusing mobile, satellite, and field imagery.
Data fusion
Approach
In progress
Stage
LVLMNighttime lightsVision modelsStratified sampling
DomainsMeasurement & Evidence
Replaces survey-only income measurement with a scalable multi-source framework: mobile metadata, satellite imagery, and deep learning on field photography for objective, granular farmer income baselines.
full case study in progress — architecture, dataset notes, and evaluation details to follow