Before revision:  The results manifest that the proposed method has a faster training speed, as well as better performance in navigating safely and efficiently .
After revision:  The results manifest that the proposed method has a faster training speed, as well as better performance in navigating safely and time-efficiently. The ablation study reveals that the prioritized replay and expert demonstration filter play important roles in our proposed method .