For an input image, the mouth region was recognized according to least residual error energy(LREE) criteria after the face region was first located.

Several approximate formulas are given for residual analysis of the least square estimator in nonlinear regression model.

It used the moving least square approximation as a trial function, and used the weighted function of the moving least square approximation as a test function of the weighted residual method.