Aduvuku, V., Andogah, G. and Habibu, T. (2026) “Bridging the Deployment Gap: A Decision Oriented Survey of Efficient On-Device Foundation Models for Vision”, Journal of Future Artificial Intelligence and Technologies. ID, 3(1), pp. 99–131. doi: 10.62411/faith.3048-3719-354.