How are Faces Encoded for Image Recognition?

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Hi all,
I think I have an idea of how the Mathematical aspects of Face recognition work. But I am curious as to what an eigenvector would be in this respect. I am trying to understand it through finding out how pixels are encoded: What map takes a pixel into a collection of numbers/vector/matrix?
Thanks.
 

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