Fund performance evaluation draws a lot of attention in fund research. It includes return, risk, timing ability and persistence. This paper discusses the relevant issues of fund performance measurement for various perspectives, then reviews and summarizes the methods and models in this field systematically,and show empirical analysis results relevant to different methods.