I. The Development Status of Multimodal Models and World Models

II. Basic Techniques of Multimodal Models

III. Optimization Techniques for Model Architectures

IV. Specific Techniques of Multimodal Models

V. Overview of Multimodal Models

VI. From Multimodal Models to World Models

VII. Discussion

VIII. Summary