Restoring without Forgetting: Filter-Level Continual Image Restoration via Parameter-Space Integrated Gradients

Adapting image restoration models to a stream of new tasks without revisiting past data remains challenging due to catastrophic forgetting. In this work, we propose Restoring without Forgetting (RwF), a filter-level continual adaptation framework for image restoration built upon a critical observati