  We present a fully non-perturbative determination of the $O(a)$ improvement
coefficient $c_{\rm SW}$ in three-flavor dynamical QCD for the RG improved as
well as the plaquette gauge actions, using the Schr\"odinger functional scheme.
Results are compared with one-loop estimates at weak gauge coupling.
