Hongfeng Li

Adapt and Feature Translation for Class-Incremental Learning with Pre-Trained Models

Class-incremental learning (CIL) aims to enable a learning system to continuously learn new information. Although pre-trained models (PTMs) exhibit strong performance in CIL, the lack of data from previously learned classes results in class imbalance and catastrophic forgetting during the updating p…