Effective Decision Boundary Learning for Class Incremental Learning

no code implementations • 12 Jan 2023 • Chaoyue Ding, Kunchi Li, Jun Wan, Shan Yu

Rehearsal approaches in class incremental learning (CIL) suffer from decision boundary overfitting to new classes, which is mainly caused by two factors: insufficiency of old classes data for knowledge distillation and imbalanced data learning between the learned and new classes because of the limited storage memory.

Class Incremental Learning Incremental Learning +1