In this paper we address the problem of multiple target tracking using passive radars. The fusion of data from several bistatic radars will be used to facilitate the detection of multiple targets. We propose a strategy for performing target localization and robustness against ghost target rejection in multistatic passive radars. We report the effect of our proposed technique on tracker performance in terms of probability of tracks loss, probability of false tracks and mean squared error