A new adaptive weight function selection scheme used by locally weighted regression technique for estimation of background clutter in image sequnces with moving point targets is presented in this paper.Gaussianity and independency of residuals are also verified using Kendall rank correlation and Friedman statistic methods.It is concluded that the performance of the adaptive weight function selection method presented in this paper is superior to that single Uniform weight function.