Evolving Dictionary Representation for Few-shot Class-incremental Learning

no code implementations • 3 May 2023 • Xuejun Han, Yuhong Guo

In view of this, in this paper we tackle a challenging and practical continual learning scenario named few-shot class-incremental learning (FSCIL), in which labeled data are given for classes in a base session but very limited labeled instances are available for new incremental classes.

Dictionary Learning Few-Shot Class-Incremental Learning +2

Contrastive Continual Learning with Feature Propagation

no code implementations • 3 Dec 2021 • Xuejun Han, Yuhong Guo

To address this shortcoming, continual machine learners are elaborated to commendably learn a stream of tasks with domain and class shifts among different tasks.

Continual Learning Representation Learning