Well, like all modules, injective modules are quotients of free modules. But that is not quite what you want.
I suspect that the answer is that there is no good dual notion to "direct summand of free". This is not entirely surprising, given that there is no good notion of "co-free module", and that the duality between injective and projective modules is not really all that good. For one thing: every module has an injective envelope (e.g., Theorem 18.10 in Anderson and Fuller's Rings and Categories of Modules), but not every module has a projective cover.
For an example of a module with no projective cover, recall that a projective cover for $M$ is a pair $(P,p)$, where $P$ is projective, and $p\colon P\to M$ is a superfluous epimorphism; that is, $p$ is onto and if $K=\mathrm{ker}(p)$ and $K+L=P$, then $L=P$. Now take $M$ to be a finite $Z$-module; projective $\mathbb{Z}$-modules are free, and for every nonzero subgroup $H$ of $\mathbb{Z}^k$ there is a proper subgroup $L$ such that $H+L = \mathbb{Z}^k$, so no epimorphism $P\to M$ can be superfluous.