  We discuss the problem of counting {\em incidence matrices}, i.e. zero-one
matrices with no zero rows or columns. Using different approaches we give three
different proofs for the leading asymptotics for the number of matrices with
$n$ ones as $n\to\infty$. We also give refined results for the asymptotic
number of $i\times j$ incidence matrices with $n$ ones.
