For a diffuser to work, it has to be a "certain" distance from the listener's ears. I put certain in quotes because the distance is frequency determined. A Google search will lead you to the related data, but start with the YouTube videos posted by Acoustic Fields.
Your ears being only 12" from the rear wall (or even twice that), I would say diffusion is out. Simple Owens Corning 703 panels (covered in material of your choice) is a good choice, the 703 being what almost all commercial makers of absorbers (GIK, ASC, etc.) use.