Jasim Alazawi, Rowida, et al. “From CNNs to Transformers: The Evolution of Neural Architectures in Biometric Fusion Systems – A Narrative Review”. Iraqi Journal for Computers and Informatics, vol. 52, no. 1, May 2026, pp. 222-34, doi:10.25195/ijci.v52i1.707.