Question: Is text-to-image synthesis trained is suppervized or unsuppervized manner?
Answer: unsupervised 
Alternative answer: Even though natural language and image synthesis were part of several contributions on the supervised side of deep learning, unsupervised learning saw recently a tremendous rise in input from the research community specially on two subproblems: text-based natural language and image synthesis