The incident took place yesterday near Lalahat crossing in Kotwali Jaithera, police said today.
The bus was on its way to Aliganj from Etah when it collided with a log and rammed into a temple, they said, adding, some portion of the temple was damaged.
The deceased persons include the driver of the bus, police said, adding, the injured has been admitted to hospital.