The world of automotive technology is rapidly evolving, with Advanced Driver Assistance Systems (ADAS) becoming a crucial part of modern vehicles. Forward-facing cameras play a pivotal role in these systems, enabling features such as adaptive cruise control, lane-keeping assistance, and collision avoidance. However, for these technologies to perform effectively, precise