class confusion.To tackle this issue, we propose a simple yet effective method through cross-domain concePt INtegrAtion (PINA).We train a Unified Classifier (UC) as a concept container across all domains.Then, a Domain Specific Alignment (DSA) module is proposed for each incremental domain, ...