A full-rank representation of A(T,S)((2)) inverse of a given constant matrix A which is based on the SVD decomposition and SVD-like decompositions of an appropriate matrix W is presented. The notion of thin generalized inverses, corresponding to the notion of thin SVD decomposition, is introduced. Numerical examples which illustrate theoretical investigations are presented.