We consider the task of diagonalizing symmetric time varying matrices A(t). Based on the dynamic inversion technique developed by Getz and Marsden, a differential equation is proposed, whose solutions asymptotically track the diagonalizing transformation. In particular, one does not need to perfectly match the initial conditions, as the solutions converge exponentially towards the desired transformation. Thus, the proposed method is robust under perturbations.