1 Introduction  
2 Video-Language Tasks  
3 Challenges of Video-Language Understanding  
4 Model Architecture for Video-Language Understanding  
5 Model Training for Video-Language Understanding  
6 Data Perspective for Video-Language Understanding  
7 Future Directions  
8 Conclusion