As the automotive industry continues to evolve, Advanced Driver Assistance Systems (ADAS) are becoming an essential component in ensuring vehicle safety and functionality. Particularly, forward-facing cameras play a critical role in enabling features such as adaptive cruise control, lane departure warnings, and automatic emergency braking. To fully harness the potential