The Silk Road was an important channel for cultural exchange between the East and the West in ancient times, and its cultural diffusion deeply influenced the world. This article analyzes and reflects on the visual language in the cultural transmission of the Silk Road, discussing its role in promoting cultural exchange, cultural diversity, enhancing cultural confidence, and other aspects. At the same time, suggestions are also made on how to use visual language for cultural exchange in contemporary cultural communication.