“Emergency Vehicle Detection in Urban Traffic: A Deep Learning Perspective ”. International Journal of Scientific Research in Science and Technology, vol. 12, no. 3, May 2025, pp. 403-10, https://doi.org/10.32628/IJSRST2512355.