Is Eigenfaces the best for comparing faces?

I work with a set of images and computer vision. I want to compare a new image (a new face) with a set of images and determine which image in the set it is closest to. I don't need this to determine what the actual match is, just something like the likelihood that the new image matches the one defined in the set.

So far I have generated Eigenfaces with a set of images that I want to compare with. This is the best method, though, given that I don't want to see if there is an actual complete match?

Thanks for the help!

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