As the automotive industry continues to evolve, the integration of Advanced Driver Assistance Systems (ADAS) has become increasingly common. These cutting-edge technologies enhance vehicle safety and improve driving experiences, making calibration essential for optimal performance. Among the various components involved in ADAS, forward-facing cameras play a pivotal role in functions