I. Introduction  
II. Image Super-Resolution  
III. Diffusion Models Basics  
IV. Improvements for Diffusion Models  
V. Diffusion Models for Image SR  
VI. Diffusion-Based Zero-Shot SR  
VII. Domain-Specific Applications  
VIII. Discussion and Future Work  
IX. Conclusion