I. Introduction  
II. Progresses and Challenges of Deep Learning in Intelligent Manufacturing  
A. Progresses of Deep Learning in Intelligent Manufacturing  
B. Challenges of Deep Learning in Intelligent Manufacturing  
III. Background for Large Scale Foundation Models  
B. Advantages of Large Scale Foundation Models (LSFMs)  
IV. Roadmaps of LSFMs for Intelligent Manufacturing Applications  
A. Roadmaps for Powerful Generalization Ability  
B. Roadmaps for Automatic High-Quality Training Dataset Generation  
C. Roadmaps for Superior Performance  
V. Cases of Application of LSFMs in Intelligent Manufacturing  
A. Case: PCB Defect Inspection  
B. Case: Industrial Human Action Recognition  
VI. Conclusion