Seems like most pictures of hobbit holes have a single large tree above Bilbo's hobbit hole. Was that explicitly in the books?

Was Bilbo's home described as being under a single large tree? I can't recall that. Or, is this one of those artistic things that looks so good and just seems so right that every other artist takes it for granted and follows the pattern?