AskHistorians

Upside down crucifixion was considered the "humane" version, since blood would start pooling in the brain and the victim would pass out quick and die with relatively less pain/trauma. If they wanted someone to endure the torture for a prolonged time, e.g. to make a spectacle for onlookers out of it, people would be crucified with their head up.