The fire was reported at just after 3 p.m. in the 4300-block of Belmar Avenue (21206).
Units arrived to find heavy smoke and fire showing from the second floor of the home.
At least one patient is being evaluated by EMS personnel.
There has been no word on any other injuries.
Motorists should use caution in the area.