The CCTV image released is ring doorbell footage from a house along Molesey Road and was captured on Saturday, the 8th of March.
Officers have not been able to locate or identify the woman despite extensive enquiries including house to house, CCTV and with partner agencies.
They are concerned for her welfare and want to check she is okay.
Anyone with information on her whereabouts is urged to contact police on 101.