1 Introduction

2 Evolution of SSL

3 SSL Based Techniques for ViTs

4 Regularization Techniques

5 Evaluation Metrics, Benchmarks and Loss Functions

6 Comparative Analysis of SSL Mechanisms

7 Advancements and Open Challenges

8 Applications and Future Directions

9 Conclusion