How to Make a Wood Picture Rail That You Can Sit Multiple Pictures On?

I can't seem to find an illustration on this type of a picture rail (kinda looks like a chair rail). It's a long board (maybe a 1x4?), then down the center is a cut out that pictures sit on so they don't slide off.

Anybody have any ideas?