Aduvuku, V.; Andogah, G.; Habibu, T. Bridging the Deployment Gap: A Decision Oriented Survey of Efficient On-Device Foundation Models for Vision. J. Fut. Artif. Intell. Tech. 2026, 3, 99-131.