As vehicles evolve, so do the technologies that keep us safe on the road. Advanced Driver-Assistance Systems (ADAS) have become integral to modern automobiles, enhancing safety and improving the driving experience. Among these systems, forward-facing cameras play a pivotal role, providing essential inputs for features like adaptive cruise control, lane-keeping