The assault is believed to have taken place on Sunday between 9:20 pm and 10:40 pm on Green Lane.
Police have described the suspect as a 6 ft tall white male with short dark hair, wearing a black tracksuit top and bottoms, and who is approximately 25 years old.
Anyone with any information that could help the investigation is urged to contact Surrey Police.