Hugh L. Fontaine (November 7, 1895 – June 1978) was an American fighter pilot during World War I and a Thoroughbred racehorse trainer. He was the trainer of the winning horse Needles in the 1956 Kentucky Derby and the . Born in New Orleans, Hugh Fontaine grew up in Memphis, Tennessee.