Enhancing Image Restoration with Pre-trained Models: A Comprehensive Study

The author explores the use of pre-trained models to improve image restoration by introducing a novel refinement module, PTG-RM, with PTG-SVE and PTG-CSA mechanisms. The approach focuses on formulating optimal operation ranges and attention strategies guided by pre-trained features.