Risto_Saarelma comments on Open thread, Sep. 28 - Oct. 4, 2015 - Less Wrong Discussion
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If there was a large dataset of faces shot in a similar way and rated for attractiveness somewhere, you could take a photo of yourself, look for people in the set who look like you (possibly with some sort of face recognition program) and see how they are rated.