We present in this paper a robust numerical procedure that allows extracting the risk neutral probability density data from a set of quoted European option prices. The procedure does not use any specific evolution model for the underlying; the probability density is the solution of a fitting problem to which we add a penalty term to ensure smoothness of the result. We give some examples from FOREX markets.