Innovation has become the basis of enterprise's survival, and collaborative innovation has become an inevitable choice in modern society. This paper discusses the cooperation relationship between enterprise and supplier, and further studies the interaction mechanisms about the relationship to the enterprise innovation performance. The results showed that there is a notable relationship between the cooperation relationship of supply chain and the manufacturer's innovation performance, the two dimensions of cooperation relationship, that is relationship structure and relationship quality both have a significant positive impact on the manufacturer's innovation performance.