This paper deals with estimation of gain and phase errors possibly present in frequency modulated continuous wave radars. In particular, the Cramér-Rao lower bound of unbiased estimators of gain and phase errors in presence of nuisance parameters is computed. It is used as a reference for the performance of already proposed estimators (computed by Monte Carlo simulation).