Been there, done that.
I managed to do it by unfastening part of the wheel liner for access.
It was a real PITA to re&re though!
The rear reflectors snap/twistlock into place; not like the fronts.
There is VERY little room to work, but I managed.
It may be better to just remove the bumper.
Definitely easier to mount & maybe quicker too.