In the rapidly evolving world of automotive technology, Advanced Driver Assistance Systems (ADAS) have become a fundamental aspect of ensuring safety and enhancing the driving experience. A critical component of these systems is the forward-facing camera, which plays a vital role in functions such as collision avoidance, lane departure warnings,