Exemplar-free Class Incremental Learning via Discriminative and Comparable One-class Classifiers

1 code implementation • 5 Jan 2022 • Wenju Sun, Qingyong Li, Jing Zhang, Danyu Wang, Wen Wang, Yangli-ao Geng

DisCOIL follows the basic principle of POC, but it adopts variational auto-encoders (VAE) instead of other well-established one-class classifiers (e. g. deep SVDD), because a trained VAE can not only identify the probability of an input sample belonging to a class but also generate pseudo samples of the class to assist in learning new tasks.

Class Incremental Learning Incremental Learning +1