Simulations are required validate any image processing procedure since it is difficult, if not impossible to establish ground truth with in-vivo data. Here, we simulate MRI volumes [23] from different anatomies by warping a high resolution brain phantom [24] with a random (but known) deformation. Since both the deformation and structural information are known a priori, we can directly compute an objective measure of algorithm performance.