We develop an algorithm capable of reconstructing 3D images of an object given a collection of two-dimensional images that are significantly influenced by the curvature of the Ewald sphere. These 2D images are not projections. Such an algorithm is useful in cryo-electron microscopy where larger samples, higher resolution, or lower energy electron beams are desired.