At present, due to factors such as data, time and technology, the three yarn quality prediction methods designed in this paper are not perfect. Each prediction method has its advantages, but it also has its own shortcomings. The prediction method of yarn quality is just the research and analysis of the prediction method of yarn quality from different dimensions and ideas, which will provide some ideas and methods for later scholars to study the prediction method of yarn quality.