In today's rapidly advancing automotive landscape, the integration of Advanced Driver Assistance Systems, or ADAS, has become a critical component of vehicle safety and functionality. Among these systems, forward-facing cameras play a pivotal role in enabling features such as lane departure warnings, adaptive cruise control, and automatic emergency braking. However,
