I. Introduction  
II. Pre-training of Multi-modal Foundation Models  
III. Few-shot Adaptation Methods for Multi-modal Foundation Models  
IV. Datasets and Comparison of Experimental Results  
V. Analysis and Discussion  
VI. Conclusion