Or are you saying the blue background is IN the photograph itself?
If that's the case, and it's not a multi-layer document already, then you can just select the background only and choose Filter - Blur Gallery - Field Blur. Adobe went to some effort with the Field Blur feature to exclude pixels that are not in the selection, which is different than older blur filters such as Gaussian Blur and Lens Blur.
-Noel