We propose an application of the Shepard operator combined with two radial basis functions in image processing. This method aims to reconstruct damaged black-and-white or color images, considering both a global and a local approach. In the construction of the Shepard operator, we use the inverse quadratic and the inverse multiquadric radial basis functions.