Median filters have been known as more effective smoothers than the linear filters for some applications. In particular, the median filter preserves edges in signals, while deletes impulsive noise. Hence, the understanding of statistical properties of median filters in important. In this thesis, we redefine the output state of recursive median the output cumulative distribution function of recursive median filters for any input distribution.