In today’s automotive landscape, Advanced Driver Assistance Systems or ADAS have become a pivotal component in enhancing vehicle safety and performance. Among these systems, forward-facing cameras play a crucial role in facilitating features like adaptive cruise control, lane departure warnings, and automatic emergency braking. However, the effectiveness of these