Officers say the suspects pointed a sawed-off shotgun at a man's head while he was walking home from a store on G Street near 11th.
They demanded money before knocking him to the ground and beating him.
Investigators found surveillance video that helped them track down three of the suspects at a home in south Merced.
They're now trying to find the fourth robber and the shotgun used in the crime.