Robust.....Yes, Compact...not really but you could take a page out of history and make a sliding box camera much like the original daguerrotype cameras.
If a folder is what you want though there are a number of sites with instructions and plans for DIY cameras. One is :Rayment Kirby, He has a simple enough setup even for me.

Beaten again!