TL;DR本文提出了一种名为 'Doodle It Yourself' 的基于草图的 few-shot class incremental learning 框架,利用多种模式使模型学习到更多的新概念。实验表明,相比于文本,草图更适合用作支持样本。
Abstract
The human visual system is remarkable in learning new visual concepts from just a few examples. This is precisely the goal behind few-shot class incremental learning (FSCIL), where the emphasis is additionally placed on ensuring the model does not suffer from "forgetting". In this pape