As the automotive industry continues to evolve, advanced driver-assistance systems (ADAS) have become a cornerstone of modern vehicle safety. Among these, forward-facing cameras play a pivotal role in various features such as collision avoidance, lane departure warnings, and adaptive cruise control. However, the effectiveness of these systems hinges on precise