Andreas S. Tolias

Class-Incremental Learning with Generative Classifiers

2021

Incrementally training deep neural networks to recognize new classes is a challenging problem. Most existing class-incremental learning methods store data or use generative replay, both of which have drawbacks, while ‘rehearsal-free’ alternatives such as parameter …