As the field of autonomous navigation advances, the need for explainable AI systems becomes increasingly crucial. Deep learning algorithms, while capable, often operate as black boxes, making it challenging to understand their decision-making processes. This lack of transparency can hinder trust in autonomous vehicles, especially in safety-critica