Localized faults in rolling bearings present in the form of cyclic shocks in vibrations. We proposed the minimum entropy deconvolution (MED) method to enhance the sharp parts of the shocks. Then, the spectral kurtosis (SK) method was employed to eliminate the remaining noise and to further enhance the cyclic impact. Experimental data and field cases verified the effectiveness and merits of the proposed method.