This chapter gives an improved LDA (ILDA) approach. After a short review and comparison of major linear discrimination methods, including the eigenface method, fisherface method, DLDA and UODV, we introduce definitions and notations. Then, the approach description of ILDA is presented. Next, we show some experimental results. Finally, we summarize some useful conclusions.