As modern vehicles continue to evolve, the integration of Advanced Driver Assistance Systems (ADAS) has become crucial for enhancing safety and driving comfort. Forward-facing cameras are a key component of these systems, enabling features such as lane departure warnings, adaptive cruise control, and automatic emergency braking. However, to ensure these