Deep learning has emerged as a transformative methodology in the realm of autonomous vehicles. These sophisticated models enable vehicles to perceive their surroundings, make decisions, and navigate safely in complex conditions. Through vast datasets, deep learning models can learn to recognize objects such as pedestrians, other vehicles, and traff