This paper proposes a modified method for the real symmetric positive semidefinite matrix recovery based on the Inexact Augmented Lagrange Multiplier Method. The recovered matrix keeps a feasible symmetric positive semidefinite structure. Meanwhile,it proves the convergence of the modified algorithm. Finally,it shows the modified algorithm is much more effective than the Inexact Augmented Lagrange Multiplier algorithm under some reasonable conditions through numerical experiments.