In this paper, we demonstrate that Improved Exponent–Fourier moments mentioned in Xiao et al. (2015) [1] are with crucial mistakes in its definition, an image cannot be decomposed and reconstructed by these incorrect Improved Exponent–Fourier moments. The corrected definition of Improved Exponent–Fourier moments is thus given in this paper to solve problems about numerical instability involved in the process of calculating the Exponent–Fourier moments and values of radial functions approach infinity at origin. Experimental results show the superiority of the corrected Improved Exponent–Fourier moments.