The Chelsea boots are a women's style of ankle-high boot, with a flared or tight fitting shaft and an almond-shaped toe. Named for its resemblance to Chelsea in London, England, the boots were popularized by Audrey Hepburn in My Fair Lady. The style became fashionable from the 1950s through the 1970s, and is still popular today.