Police tell the Centre Daily Times they responded to the shrine about 1 a.m. Wednesday after an employee reported seeing three naked people.
Police arrived to find three fully clothed male students who were leaving the shrine, but then acknowledged taking the nude photo.
Police aren't identifying the students who have been referred to the school's student conduct office.