12 mJ per Class On-Device Online Few-Shot Class-Incremental Learning

1 code implementation • 12 Mar 2024 • Yoga Esa Wibowo, Cristian Cioflan, Thorir Mar Ingolfsson, Michael Hersche, Leo Zhao, Abbas Rahimi, Luca Benini

In this work, we introduce Online Few-Shot Class-Incremental Learning (O-FSCIL), based on a lightweight model consisting of a pretrained and metalearned feature extractor and an expandable explicit memory storing the class prototypes.

Few-Shot Class-Incremental Learning Incremental Learning