I personally incline towards a 20 ga with 3" chambers as it gives so much more versatility than the 28 ga, although I don't like shooting high power rounds.
I don't know about the rifle round, though. What I would hunt is ruffed grouse and rabbits...so taht a .22 lr would suffice.
How accurate are the two rounds the .22wmr and the .22lr?