Learning to Imagine: Diversify Memory for Incremental Learning using Unlabeled Data

Yu-Ming Tang, Yi-Xing Peng, Wei-Shi Zheng

Deep neural network (DNN) suffers from catastrophic forgetting when learning incrementally, which greatly limits its applications. Although maintaining a handful of samples (called…