As the automotive industry continues to advance through the integration of cutting-edge technologies, the importance of Advanced Driver-Assistance Systems (ADAS) has never been more pronounced. One crucial component of these systems is the forward-facing camera, which plays a vital role in functions such as adaptive cruise control, lane-keeping assistance, and