With the study on the noise removal with morphological filter, a conclusion is drawn that positive (negative) pulse remained in infrared image filtered by the morphological filter with simple element. Multielement morphological filter is proposed in the paper. The problem of statistical deflection is settled effectively. By the analysis with Absolute Mean Square Error it is correct that the conclusion is proved.