A novel method is proposed by which a M×N dimensional image can be expressed with Mand N dimensional vectors. Therefore, the image can be processed in the lower dimension space and it is easy to calculate. In certain sense this expression is optimum. We prove that it is identical to the result in the literature when the hits go to infinite. At last the applications verify the theoretical result.