Integrating an automatic target recognition (ATR) system into real-world applications presents a challenge as it may frequently encounter new samples from unseen classes. To overcome this challenge, is necessary to adopt incremental learning, which enables the continuous acquisition of knowledge while retaining previous knowledge. This paper introduces novel, multi-purpose interpretability metr...