The suspect abandoned the vehicle and ran into a wooded area on Troy Street, off Joseph E. Boone Boulevard.
News Chopper 2 flew over the area as officers ran through a field of weeds in search of the suspect. An Atlanta police helicopter was also seen circling over the area.
Just before 1 p.m., police received a tip about a strange man running through a backyard and trying to change into a woman’s shirt. He was later arrested.
Police have not released the name of the suspect. The officers were not injured in the ordeal.