A method and a system of deep face recognition for a fisheye image are provided. The method includes determining a category corresponding to an input image, performing an image rectification according to the category corresponding to the input image to generate a restored image, and performing a face recognition on the restored image to determine an identity corresponding to the input image. The category correlates to a radial distance corresponding to the input image.