In today's fast-paced automotive landscape, Advanced Driver Assistance Systems (ADAS) have become a crucial component for enhancing vehicle safety and performance. Among these systems, forward-facing cameras play a pivotal role in functions such as collision avoidance, lane keeping assistance, and adaptive cruise control. However, for these high-tech features to operate