Thanks Hansmex, I was able to do as you advised after unlocking my floor plan.

I am using Sweet Home 3D 64 bit version for Windows. I am able to add dimensions to my floor plan, but after the dimension is added I do not see any option to select and modify or even delete the dimension. How can I accomplish this?