Rigid or affine alignment of 3-D images is not a simple task, especially when those images are taken from different individuals with various different expressions where an anatomical correspondence - let alone a perceived one - may not exist. The method we adopt for our experiments is called iterative closest point (ICP), which will be further discussed later.