One of Cannon's most significant contributions was the creation of the Henry Draper Catalogue, which listed the spectral classifications of nearly 400,000 stars. She also developed the mnemonic device "Oh, Be A Fine Girl, Kiss Me" to help remember the spectral classes: O, B, A, F, G, K, M.
In 1925, she became the first woman to receive an honorary doctorate from Oxford University.