In the US, does the defendant have the choice of being heard by a judge instead of a jury?
Yes, but a Jury Trial is more beneficial for the Defendant than a Bench Trial. In a Jury trial a decision has to be unanimous, so convincing 1 person that you are innocent means you go free.