In today's rapidly evolving automotive landscape, Advanced Driver Assistance Systems (ADAS) are becoming essential for enhancing road safety and driving experience. Among these technologies, forward-facing cameras play a pivotal role in functions such as adaptive cruise control, lane-keeping assistance, and collision avoidance. However, to ensure that these systems operate with