1 INTRODUCTION

2 BACKGROUND ON DIFFUSION MODEL (DM)

3 DIFFUSION MODEL-BASED IMAGE RESTORATION METHODS

4 DIFFUSION MODELS FOR BLIND/REAL-WORLD IMAGE RESTORATION

5 EXPERIMENTS

6 CHALLENGES AND FUTURE DIRECTIONS

7 CONCLUSIONS