Apart from the regular characters, no full-body dinosaurs appear in this episode. The only guest characters are the pteranodon, the mammals Baby meets, and the hand-puppet dinosaurs on the T.V.
The song that Baby sings when he runs away is "Born to Be Wild" by Steppenwolf.