That would be trespass. If they did the same thing from the road, it's not illegal.
Certainly creepy though. I'd have to say though, not as creepy as the neighbor I once had who watched porno all day with the sound all the way up. Porn doesn't bother me, but the oooh ahhh thing all day was weirding me out.