2026
Bend the Basics: Degradation-Aware Deformable Tokenization for All-in-One Image Restoration
ICML 2026poster
All-in-one image restoration seeks a single model that can recover images degraded by diverse and spatially non-uniform corruptions. However, many unified Transformers rely on fixed patch partitioning: task/degradation condition is injected only into the backbone blocks after tokenization, leaving t…