[CamperBob2]

I would think there would be even fewer "eigenfaces" if someone had Photoshopped them to look alike.

[marshray]

Some of the photos were taken at slightly different angles. Perhaps that accounts for some eigenfaces.

[davvid]

That would make sense. Eigenfaces are notoriously bad about translation/rotation invariance.