---
# System prepended metadata

title: Image generation survey and SDE-based methods

---

## Image generation survey

- [A Survey of Diffusion Based Image Generation Models: Issues and Their Solutions](https://arxiv.org/pdf/2308.13142.pdf)
![](https://hackmd.io/_uploads/BkqsU9Mep.png)


- [On the Design Fundamentals of Diffusion Models: A Survey](https://arxiv.org/pdf/2306.04542.pdf)
![](https://hackmd.io/_uploads/SJ7tUqze6.png)


### Adding control signals
- [GLIGEN: Open-Set Grounded Text-to-Image Generation](https://arxiv.org/pdf/2301.07093.pdf)
![](https://hackmd.io/_uploads/SJs4P9Glp.png)

- [ReCo: Region-Controlled Text-to-Image Generation](https://arxiv.org/pdf/2211.15518.pdf)
![](https://hackmd.io/_uploads/B1BwdqMep.png)

- [Adding Conditional Control to Text-to-Image Diffusion Models](https://arxiv.org/pdf/2302.05543.pdf)
![](https://hackmd.io/_uploads/Bk-VtcfeT.png)
![](https://hackmd.io/_uploads/rkiUF5Mx6.png)


### Generating multiple objects
- [Attention-Based Semantic Guidance for Text-to-Image Diffusion Models](https://arxiv.org/pdf/2301.13826.pdf)
![](https://hackmd.io/_uploads/rJEacczea.png)

### Image editing
- [Prompt-to-Prompt Image Editing
with Cross Attention Control](https://arxiv.org/pdf/2208.01626.pdf)
![](https://hackmd.io/_uploads/SkZshcMxp.png)



### SDE-based methods
- Basics of Ito diffusion equation, Kolmogorov forward/backward equation
  [blog](https://ludwigwinkler.github.io/blog/)
- [Score-based generative modeling through Stochastic Differential Equations](https://arxiv.org/pdf/2011.13456.pdf)
