Abstract: Class Incremental Learning (CIL) aims to enable models to learn new classes sequentially while retaining knowledge of previous ones. Although current methods have alleviated catastrophic ...

Abstract: Domain incremental class learning has been studied in the fault diagnosis of motors and other mechanical equipment. However, in domain-incremental few-shot scenarios, existing incremental ...