Aww, well he definitely found the best yard to wander into, that's for sure!!
I hope you can find his owners and they care enough about him to keep him confined. He doesn't look like he's starving or anything. So he's obviously being fed....somewhere.
That's great that he let you take the choke collar off.
You are a wonderful person for helping this (and many others) doggie.