A BSTRACT  
1 Introduction  
2 Theory  
2.1 Where do diffusion models fit the generative learning landscape?  
2.2 Variational Perspective  
2.3 Score Perspective  
3 Clinical Importance  
4 Diffusion Models in Action  
5 Future Direction and Open Challenges  
6 Conclusion