Jasim Alazawi, R.; Jasim Habeeb, N.; Jabbar Qasim Almaliki, A. From CNNs to Transformers: The Evolution of Neural Architectures in Biometric Fusion Systems – A Narrative Review. ijci 2026, 52, 222-234.