They are asking witnesses of the incident along Balham High Road around 1am on Friday the 3rd of May to come forward.
CCTV shows several people likely witnessed this offence, including a person on a Lime Bike, a moped and a white coloured estate car.
Anyone with information on this incident is urged to contact police on 101.