Learning optimal inter-class margin adaptively for few-shot class-incremental learning via neural collapse-based meta-learning

Hang Ran, Weijun Li, Lusi Li, Songsong Tian, Xin Ning, Prayag Tiwari

Abstract: Highlights•A novel FSCIL method based on Neural Collapse theory.•Preserving the optimal inter-class margin via a meta-learning strategy.•Improving the performance on multiple FSCIL datasets.