We presented a method for recovering pose through a linear projection and interpolation of feature vectors. This approach, while based on a smoothness assumption concerning the characteristics of the landmarks, demonstrated excellent results. Furthermore, it was shown that reliable pose estimates could be obtained without relying on image geometry, offering benefits for estimating pose even when the orientation of the camera cannot be constrained.