In today's automotive landscape, Advanced Driver Assistance Systems (ADAS) are becoming increasingly vital in enhancing vehicle safety and performance. One of the crucial components of these systems is the forward-facing camera, which plays a key role in features such as lane departure warnings, adaptive cruise control, and collision avoidance. As