Original ResearchPublished 28 August 2026From foundational models to interpretability: a comparative study of embeddings and feature engineering for smallholder irrigation detection in Sub-Saharan AfricaHasan Siddiqui · Christopher Small · Vijay ModiFrontiers in Remote Sensingdoi 10.3389/frsen.2026.1895172