Huitong Chen

Reducing Class-wise Confusion for Incremental Learning with Disentangled Manifolds

Class incremental learning (CIL) aims to enable models to continuously learn new classes without catastrophically forgetting old ones. A promising direction is to learn and use prototypes of classes during incremental updates. Despite simplicity and intuition, we find that such methods suffer from i…