As the field of autonomous navigation develops, the need for explainable AI systems becomes increasingly crucial. Deep learning algorithms, while powerful, often operate as black boxes, making it hard to understand their decision-making processes. This lack of visibility can hinder confidence in autonomous vehicles, especially in safety-critical a