The White Marsh Volunteer Fire Company reported crews were on the scene of a single vehicle crash on Philadelphia Road near Joppa Road in White Marsh on Thursday at 9:36 a.m.
According to the crews at the scene, the vehicle was discovered in the woods and appeared to have rolled multiple times.
No one was found in or near the vehicle, but it was reported that blood was found in the street.
Baltimore County Police started a ground and helicopter search but no one was found in the area.
It also appears that any occupants left the scene and it is possible the vehicle was left at the scene overnight.