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Our computational pipeline comprises a face detector, convolutional neural networks for the extraction of deep features, standard support vector regression for gender, age and facial beauty, and - as the main novelties - visual regularized collaborative filtering to infer inter-person preferences as well as a.
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We validate the method using a very large dataset from a dating site as well as images from celebrities. Our experiments yield convincing results, i.e. we predict 76 of the ratings correctly solely based on an image, and reveal some sociologically relevant conclusions.
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Some like it hot - Visual guidance for preference prediction. For people first impressions of someone are of determining importance. They are hard to alter through further information. This begs the question if a computer can reach the same judgement.
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