I am currently working on a small project which uses facial features for authentication. The input face will be matched with only one persons face(the face used for setup). So:
Any advice is appreciated.
You can't use Eigenfaces for 1:1 Authentication. Eigenfaces is used for face identification, not face authentication. So you'll need to find another algorithm, for example LBP, PEM, ...