The Calibration of Mid-Infrared Star Formation Rate Indicators**Based on observations obtained with the Spitzer Space Telescope, which is operated by JPL, Caltech, under NASA contract 1407, and with the NASA/ESA Hubble Space Telescope at the Space Telescope Science Institute, which is operated by the Association of Universities for Research in Astronomy, Inc., under NASA contract NAS5-26555.