This paper, we considered the rank range of the least-squares solutions of matrix equation AXB=C. By applying the singular value decomposition of matrix and the properties of Frobenius matrix norm, we have obtained the range of the rank and the least-squares solution expression of under rank constrained. Finally, we have provided the expressions of the least-squares solutions with maximal and minimum rank respectively.