Let $S$ be a semigroup and let $a\in S$. In this note we describe all possible commuting generalized inverses of $a$ (in the sense of Definitions 1 and 2). It turns out that the Drazin inverse of $a$ is the only generalized inverse of $a$ which commutes with $a$.