We prove that every $W^{2,2}$ isometric immersion from a convex regular domain of ${\mathbb R}^2$ into ${\mathbb R}^3$ can be approximated in $W^{2,2}$-norm by smooth isometric immersions from the same domain into ${\mathbb R}^3$.