1. Introduction

2. Related Works

3. Anomaly Detection: Terminology and Common Practices

4. Self-supervised Learning for Anomaly Detection

5. Self-Predictive Methods in Anomaly Detection

6. Contrastive Methods

7. Self-Supervised Anomaly Detection Beyond Images

8. Comparative Evaluation and Discussions

9. Application Domains

10. Future Directions

11. Conclusion