Jiancai Zhu

Uncertainty-Aware Few-Shot Class-Incremental Learning

In a real-world setting, machine needs to continuously recognize new categories without forgetting. However, the number of new categories may be small. For some difficult categories, even humans cannot recognize only based on few-shot examples. To address the above issues, an innovative uncertainty-…