1 Introduction  
2 Evolution of Transformers from NLP to Computer Vision  
3 Visual Action Transformers: Taxonomies  
4 The Performance Comparison, Bibliometric and Thematic Analysis  
5 Discussion and Future Directions  
6 Conclusion