OpenIncrement: A Unified Framework for Open Set Recognition and Deep Class-Incremental Learning

Jiawen Xu, Claas Grohnfeldt, Odej Kao

In most works on deep incremental learning research, it is assumed that novel samples are pre-identified for neural network retraining. However, practical deep classifiers often mi…