Procrustes rotation

The idea is to bring two data-clouds (set of pixels/characteristics in two figures of the same object, two sets of object scores from different PCA analysis of the same set of samples, etc.) into a common filed of representation:

The concept (sorry, just one transparency)

References used

Matlab code