Again, yes, you duped the organizer. You should have blown the whistle when you found out about the hoax. You didn't.
The price to pay are not people like me hounding you, it's your conscience. Can you live with yourself?
What you can do is to help take down the offending pictures from the exhibition.
Do the right thing. Do the ethical thing.