Police said the pursuit was abandoned after less than a minute "due to the speed of the offending vehicle".
The Toyota continued into the central city "at high speed", colliding with a taxi at the Trafalgar St intersection.
"The driver then lost control, narrowly avoiding a number of pedestrians in the area before crashing through the main doors of the ANZ bank," police said.