As the automotive industry continues to evolve, the integration of Advanced Driver Assistance Systems (ADAS) has become a crucial element in modern vehicle safety and performance. Among these systems, forward-facing cameras play a pivotal role in functionalities such as lane departure warnings, adaptive cruise control, and automatic emergency braking. However,