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2013-05-15 20:23:59 -0600 asked a question What is the correct way to train a FaceRecognizer from croped images?

I wrote a function that detects the mouths of the images and now I want to train the eigenface FaceRecognizer with that results. The problem is that the images have different width x height, if I resize the images then they will stretched, so the FaceRecognizer training will have wrong results (am I right?). How can I resize/adjust the croped region for the best possible training?