hssiddiqui/Irrigation-Detection-Uganda-Zambia

Siddiqui H, Small C and Modi V (2026) From Foundation Models to Interpretability: A Comparative Study of Embeddings and Featurization for Smallholder Irrigation Detection in Sub-Saharan Africa. Front. Remote Sens. # Comparative Study of Embeddings and Feature Engineering for Smallholder Irrigation Detection ## Repository Structure The repository contains scripts and files comparative study of embeddings and feature engineering for small holder irrigation detection across sub-Saharan Africa ``` Irrigation-Detection/ ├── data-collection-polygons/ # Folder for input files │ └── ...... ├── GEE_scripts/ │ └── interactiveEVIextraction.js # View Sentinel 2 EVI time series for polygons │ └── SDM_spatialblock_cross_validation.js # Script used for spatial block cross validation training │ └── classifierAEFembeddings.js # Script used for quick random Forest classifier (prompt included) │ └── phenologyMaps.js # Creating Phenology Maps │ └── ...... ```