Jasim Alazawi, R. et al. 2026. From CNNs to Transformers: The Evolution of Neural Architectures in Biometric Fusion Systems – A Narrative Review. Iraqi Journal for Computers and Informatics. 52, 1 (May 2026), 222–234. DOI:https://doi.org/10.25195/ijci.v52i1.707.