Carrie Coleman, a veterinary technician for the circus, told The (Baltimore) Sun it was a frightening incident because the animals were in traffic lanes before returning to the sidewalk.
"They may have thought they were headed home," she said, adding that the zebras were not hurt.
The same three zebras, plus a fourth, made a similar escape in June during the circus' visit to Colorado Springs, Colo.