1. Introduction  
2. Methodology  
3. Background  
4. Visual Transfer Learning using Knowledge Graphs  
5. Visual Transfer Learning Datasets and Benchmarks  
6. Related Surveys  
7. Challenges and Open Issues  
8. Discussion and Conclusion  