1. Introduction
2. Text-to-Image Diffusion Model
3. Attacks
3.1. Taxonomy of Adversarial Attacks
3.2. Untargeted Attack
3.3. Targeted Attack
3.4. Summary of Attack Methods
4. Defenses
4.1. Defense for Robustness
4.2. Defense for Safety
4.3. Summary of Defense Methods
5. Challenge and Future Directions
5.1. Imperceptibility of Adversarial Attack
5.2. Defense Effectiveness against Adversarial Attacks
6. Conclusion