Ikea do a good selection at reasonable prices...in all finishes and sizes.
Thats usually a good place to start..most of them also come with a plain white mount which usually compliments most pictures. I have the facilities to cut my own mount boards as well though, so changing those to any colour usually makes my pictures look ok for very little cost.