Asma Jabeen et al. 2026. From CNNs To VLMs: A Complete Review And Experimental Comparison of AI Models on Autonomous Vehicles. ACADEMIA International Journal for Social Sciences. 5, 3(s11) (Mar. 2026), 31–38. DOI:https://doi.org/10.63056/academia.5.3(s11).2026.2456.