Understanding the Cross-Domain Capabilities of Video-Based Few-Shot Action Recognition Models

Georgia Markham, Mehala Balamurali, Andrew J. Hill

Few-shot action recognition (FSAR) aims to learn a model capable of identifying novel actions in videos using only a few examples. In assuming the base dataset seen during meta-tra…