The relation between the on-shell quark mass and the mass defined in the
modified minimal subtraction scheme is computed up to order \alpha_s^3.
Implications for the numerical values of the top and bottom quark masses
are discussed. We show that the new three-loop correction significantly
reduces the theoretical uncertainty in the determination of the quark
masses.