Abstract:In this paper,we discuss necessary and sufficient condition under which the one-dimensional general transforms equivalent to two-dimensional general transforms Theorem:Let [X],[Y] be the matrix representations of vectors X,Y respectively,and let [R],[Q],[P] be three matrices of order N M x N M,N x N,M x M respectively,[X],[Y] are of order N x M,X ,Y are dimension N M. (1) If and only if [R]=[P]T [Q],Y=[R]X and [Y]=[Q] [X] [Q] for any vector X,where denotes Kronecker Product of matrices; (2) If Y=[R]X and [Y]=[Q] [X] [P] for any vector X,then [R] is symmetric,if and only if [Q],[P] are symmetric or anti-symmetric matrices,simultaneously,and Ri+jN,k+lN=±Ri+lN,k+jN Ri+jN,k+ln=±Rk+jN,i+lN (i,k=0,l,…,N-I;j,l=0,l,…,M-1) Nextly,we have discussed the equivalence of Walsh-Hadamard transforms and that of any general transforms having the cyclic convolution property (CCP)(DFT,NTT,PT). Lastly,we have introduced a fast algorithm of 2D-DFT-Vector Algorithm by using above equivalence theorem,which is more efficient than the row-column method of 2D-DFTs.