Philadelphia police responded to the 3400 block of Germantown Avenue in North Philadelphia around 11:50 a.m.
Officers located a scene near the hospital's trauma center and emergency entrance.
Police say one victim walked into the hospital and another victim was taken there by police.
There is no word on their conditions.
At least two vehicles on the block were damaged by gunfire.