A new weight function used by locallyweighted regression technique for estimation of background clutter in image sequnceswith moving point targets is presented in this paper. Gaussianity and independency of residual are also verified using Kendall rank correlation and Friedman statistic methods. It is concluded that the performance of the weight function presented in this paper is superior to Uniform and Epanechnikov weight function.