Abstract: Knowledge graph denotes a structured semantic network knowledge base, which describes concepts and their relationship in symbolic form. Because knowledge graph is normally used in interactive discovery and reasoning of knowledge, visualization of knowledge graph has attracted much attention. This paper surveys the visual representation, categorization and techniques of knowledge graph visualization, as well as its applications, challenges and future trend.