A Bag of Tricks for Few-Shot Class-Incremental Learning

arXiv:2403.14392v1 Announce Type: cross
Abstract: We present a bag of tricks framework for few-shot class-incremental learning (FSCIL), which is a challenging form of continual learning that involves continuous adaptation to new tasks with limited samples. FSCIL requires both stability and adaptability, i.e., preserving proficiency in previously learned tasks while learning new ones. Our proposed bag of tricks brings together eight key and highly influential techniques that improve stability, adaptability, and overall performance under a unified framework for FSCIL. We organize …

abstract adaptability arxiv bag class continual continuous cs.cv cs.lg few-shot form framework incremental samples stability tasks tricks type