Hydromorphone is a drug used to relieve moderate to severe pain. Hydromorphone is known by the trade name Dilaudid®. It belongs to a category of drugs known as opioid agonists. It is commonly given to patients who have recently undergone surgery or who have suffered serious injury, and it is given intravenously, intramuscularly, rectally, or orally.