How can I create a eigenface from jpeg facial image

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Hello,
I want to do facial recognition by using eigenface. I have got a database of eigenfaces for that. But I want to make my own database. So how can I create a eigenface from jpeg facial image.????
THANK YOU IN ADVANCE :)

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