By using the method of matrix singular values decomposition, the general expressions of the least squares solutions are given.

Any image can be considered as a matrix. Singular values (SV) of the matrix have some important properties adaptable to image recognition.

Secondly, construct an interval in such a way that all the singular values are contained in each interval, and this interval is a decreasing sequence.