Firstly, the techniques only result in the determination of peak locations and their intensity, and the valuable information regarding both the peak shape and the spectral noise are lost.
The techniques are computationally relatively expensive, since, to obtain the parameters of the noise distribution, several iterations are necessary until these parameters stabilise.