The big-serving Australian tore his adductor muscle in last week's Hopman Cup in Perth and the injury has still not healed.
Philippoussis was scheduled to play in Sydney, one of the final lead-up tournaments before the Australian Open starts on January 17, but withdrew out on Sunday.