I went to hit Numpad 5 to switch out of perspective mode but I accidentally hit another key. Now my scene looks like this:
All of the meshes are still there:
What can I do? I can upload the .blend if needed.
Thanks to Polosson's help I discovererd that I was on a different layer. For others with this problem make sure your layers looks like this
And not something like