In recent years, Advanced Driver Assistance Systems (ADAS) have become integral to vehicle safety features, providing drivers with critical support and enhancing road safety. Among these systems, forward-facing cameras play a pivotal role in functions such as lane-keeping assist, adaptive cruise control, and automatic emergency braking. However, to ensure their
