Episodic replay methods, which store and replay past data, have been effective in handling distribution shifts in continual learning. However, due to regulatory and privacy concerns for data sharing, their applicability can be limited. In this work, we introduce two novel healthcare benchmarks for domain incremental continual learning: diabetic retinopathy severity classification and dermoscopy skin lesion detection, and highlight issues of poor forward and backward transferability in simple bas…