<p>In today's advanced automotive landscape, ensuring the safety and reliability of vehicles equipped with Advanced Driver Assistance Systems (ADAS) is more crucial than ever. Forward-facing cameras play a pivotal role in these systems, enabling features like lane keeping assist, adaptive cruise control, and automatic emergency braking. However, for these technologies to function accurately, pre