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