We propose a Rayleigh-quotient-based perturbation method for estimating the least nonvanishing eigenvalue of the Fokker-Planck equation in the spatial diffusion regime. Comparison of the resulting expression against exact numerical rates in a symmetric double well produces excellent agreement at all barrier heights. The corresponding relative error is lower by more than an order of magnitude than those of existing finite-barrier expansions.