Figure 1: Comparison of existing restoration strategies and RestoreMore. Existing methods are
limited to a fixed degradation set and typically require joint retraining with historical and new data
when new degradations arrive. In contrast, RestoreMore continually expands a pretrained restorer
by adding new experts using only newly arriving task data.