1 Introduction  
2 Architecture Design of Backbone Networks  
3 Dynamic Backbone Networks  
4 Efficient Models for Downstream Computer Vision Tasks  
5 Model Compression Techniques  
6 Efficient Deployment on Hardware  
7 Challenges and Future Directions  