MAP Based Estimation of the Number of Tracks

Here we introduce two MAP based procedures to estimate the number of tracks K: one based on joint estimation of K and the tracks; and one in which for each K the hypothesized tracks are marginalized over. In Section 5 we illustrate that the latter approach can outperform the former in limited data situations.